bibtexcompleto.bib

@inproceedings{DBLP:conf/iceis/AlmeidaHC15,
  title = {What if Multiusers Wish to Reconcile Their Data?},
  author = {Dayse Silveira de Almeida and
 Carmem Satie Hara and
 Cristina Dutra de Aguiar Ciferri},
  booktitle = {{ICEIS} 2015 - Proceedings of the 17th International Conference on
 Enterprise Information Systems, Volume 1, Barcelona, Spain, 27-30
 April, 2015},
  year = {2015},
  pages = {184--195},
  doi = {10.5220/0005384401840195},
  url = {http://dx.doi.org/10.5220/0005384401840195}
}
@inproceedings{ref49,
  title = {Cataloguing of learning objects using social tagging},
  author = {Anderson Amaral and Luciana Zaina and Jose Rodrigues},
  booktitle = {XL Latin American Computing Conference (CLEI)},
  year = {2014},
  pages = {1-9},
  publisher = {IEEE Press},
  abstract = {Social tagging has been recognized as an important solution to the description of resources available on the Web. In the context of e-learning it is presented as an auxiliary mechanism to the composition of learning object metadata. This article aims to present the results of a study on the state of the art of works related to social tagging and learning objects, promoting a discussion about the main elements related to the concepts.},
  doi = {10.1109/CLEI.2014.6965111},
  keywords = {Context;Electronic learning;Electronic mail;IEEE Xplore;Tagging;Visualization;Web 2.0;folksonomy;learning objects;social tagging},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Amaral_et_al_CLEI2014.pdf},
  urllink = {http://ieeexplore.ieee.org/xpl/abstractAuthors.jsp?reload=true&arnumber=6965111}
}
@inproceedings{ref48,
  title = {The use of social tagging to support the cataloguing of learning objects},
  author = {Anderson Amaral and Luciana Zaina and Jose Rodrigues and Renan Aguiar and Marcos Barboza},
  booktitle = {Proceedings of the IEEE Frontiers in Education Conference},
  year = {2014},
  editor = {IEEE Press},
  pages = {3018-3024},
  publisher = {IEEE Press},
  doi = {10.1109/FIE.2014.7044487},
  keywords = {social tagging, folksonomy, learning objects},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Amaral_et_al_IEEEFIE2014.pdf},
  urllink = {http://www.ieeeexplore.com/xpl/articleDetails.jsp?tp=&arnumber=7044487&queryText%3D10.1109%2FFIE.2014.7044487}
}
@inproceedings{Amaral2014,
  title = {The SITSMining Framework - A Data Mining Approach for Satellite Image Time Series},
  author = {Bruno F. Amaral and Daniel Y. T. Chino and Luciana A. S. Romani and Agma J. M. Traina and Elaine P. M. Sousa},
  booktitle = {{ICEIS} 2014 - Proceedings of the 16th International Conference on Enterprise Information Systems},
  year = {2014},
  pages = {225--232},
  publisher = {SciTePress},
  volume = {1},
  doi = {10.5220/0004894002250232},
  location = {Lisbon, Portugal},
  url = {http://dx.doi.org/10.5220/0004894002250232}
}
@inproceedings{AndradeCazzolatoRibeiro2014,
  title = {Data Mining in Meteorological Time Series using Association Rules and a Similarity Searching-Based Method},
  author = {Claudinei Garcia de Andrade and Mirela Teixeira Cazzolato and Marcela Xavier Ribeiro},
  booktitle = {KDMiLe 2014 - Proceedings of the 2nd Symposium on Knowledge Discovery, Mining and Learning, Volume 1, S\~ao Carlos, Brazil, 17-19 July, 2013},
  year = {2014},
  pages = {1--8}
}
@incollection{Appel2011BC,
  title = {Graph Mining Techniques: Focusing on discriminating between real and synthetic graphs},
  author = {Appel, Ana Paula and Faloutsos, Christos and Traina, Caetano, Jr.},
  booktitle = {Graph Data Management: Techniques and Applications},
  publisher = {IGI Global},
  year = {2011},
  editor = {Sakr, Sherif and Pardede, Eric},
  pages = {239-259},
  volume = {1}
}
@inproceedings{Appel2006,
  title = {Amostragem Balanceada Baseada na Correla\c{c}\~ao Fractal},
  author = {Appel, Ana Paula and Paterlini, Adriano Arantes and Sousa, Elaine Parros Machado de and Traina, Caetano, Jr.},
  booktitle = {II Workshop em Algoritmos e Aplicações de Minera\c{c}\~ao de Dados (II WAAMD) junto ao 21º Simpósio Brasileiro de Banco de Dados (SBBD'06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {1-8},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Appel2007a,
  title = {Biased Box Sampling - A Density-Biased Sampling for Clustering},
  author = {Appel, Ana Paula and Paterlini, Adriano Arantes and Sousa, Elaine Parros Machado de and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {ACM Symposium on Applied Computing (SAC'2007)},
  year = {2007},
  address = {Seoul, Korea},
  pages = {445-446},
  volume = {1}
}
@inproceedings{Appel2007b,
  title = {A Density-Biased Sampling Technique to Improve Cluster Representativeness},
  author = {Appel, Ana Paula and Paterlini, Adriano Arantes and Sousa, Elaine Parros Machado de and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'07)},
  year = {2007},
  address = {Varsovia, Polonia},
  pages = {366-373},
  volume = {4702/2007}
}
@article{Appel2010b,
  title = {{RDBMS} as an Efficient Tool to Mine Cliques on Complex Networks},
  author = {Appel, Ana Paula and Paterlini, Adriano Arantes and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {3},
  pages = {407-422},
  volume = {1}
}
@inproceedings{Appel2004d,
  title = {iDFQL: A Query-based Tool to Help the Teaching Process of the Relational Algebra},
  author = {Appel, Ana Paula and Silva, Elaine Quintino and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {World Conference on Enginnering and Technology Education - WCETE'2004},
  year = {2004},
  address = {Guarujá, SP}
}
@inproceedings{Appel2004a,
  title = {iDFQL - interactive Data Flow Query Language},
  author = {Appel, Ana Paula and Traina, Caetano, Jr.},
  booktitle = {XV SBIE - SIMPÓSIO BRASILEIRO DE INFORMÁTICA NA EDUCAÇÃO - MOSTRA DE SOFTWARE EDUCACIONAL},
  year = {2004},
  address = {Manaus, AM, Brasil},
  editor = {Amazonas, Editora da Universidade Federal do},
  pages = {10-1},
  volume = {VII}
}
@inproceedings{Appel2005,
  title = {Apoiando o ensino da álgebra relacional com a ferramenta iDFQL - Um estudo de caso},
  author = {Appel, Ana Paula and Traina, Caetano, Jr.},
  booktitle = {Global Congress on Engineering and Technology Education},
  year = {2005},
  address = {Bertioga-Santos, SP, Brasil},
  editor = {Brito, Claudio da Rocha and Ciampi, Melany M.},
  pages = {5 pages in CD-Rom},
  publisher = {Council of Researches in Education and Sciences (COPEC)}
}
@inproceedings{Appel2004b,
  title = {iDFQL - Uma ferramenta para cria\c{c}\~ao de consultas complexas},
  author = {Appel, Ana Paula and Traina, Caetano, Jr.},
  booktitle = {XIX Simpósio Brasileiro de Banco de Dados (SBBD'2004) - I Sessão de Demo},
  year = {2004},
  address = {Brasilia, DF, Brasil},
  editor = {Oliveira, José Palazzo and Dorneles, Carina F. and Kroth, Eduardo},
  pages = {19-24},
  volume = {v1}
}
@inproceedings{Appel2004c,
  title = {iDFQL - Uma Ferramenta de Apoio ao Processo de Ensino-Aprendizagem da Álgebra Relacional Baseado no Construcionismo},
  author = {Appel, Ana Paula and Traina, Caetano, Jr.},
  booktitle = {I Workshop de Educa\c{c}\~ao em Informática RJ/ES - I WEI RJ/ES},
  year = {2004},
  address = {Vitória, ES, Brasil},
  pages = {14 páginas in CD-ROM}
}
@inproceedings{Araujo2001,
  title = {Sistema de Recupera\c{c}\~ao de imagens por Conteúdo em Arquitetura Aberta},
  author = {Ara\'ujo, Myrian Renata Barros and Bueno, Josiane Maria and Razente, Humberto Luís and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Workshop de Informática Médica - WIM’2001 - in CD-ROM},
  year = {2001},
  address = {Rio de Janeiro, RJ},
  volume = {in CD-ROM}
}
@inproceedings{Arantes2003a,
  title = {The Fractal Dimension Making Similarity Queries More Efficient},
  author = {Arantes, Adriano Siqueira and Vieira, Marcos Rodrigues and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Second Workshop on Fractals and Self-similarity in Data Mining: Issues and Approaches (in conjunction with 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining)},
  year = {2003},
  address = {Washington, DC},
  pages = {12-17},
  publisher = {ACM Press}
}
@inproceedings{Arantes2003b,
  title = {Operadores de Sele\c{c}\~a por Similaridade para Sistemas de Gerenciamento de Bases de Dados Relacionais},
  author = {Arantes, Adriano Siqueira and Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Simp\'osio Brasileiro de Bancos de Dados (SBBD)},
  year = {2003},
  address = {Manaus, AM},
  editor = {Laender, Alberto H. F.},
  pages = {341-35},
  publisher = {SBC},
  volume = {1}
}
@article{Arantes2004,
  title = {Efficient Algorithms to Execute Complex Similarity Queries in RDBMS},
  author = {Arantes, Adriano Siqueira and Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = {Journal of The Brazilian Computer Society (JBCS)},
  year = {2004},
  number = {9},
  pages = {5-24},
  volume = {3}
}
@inproceedings{Araujo2002b,
  title = {Extending SQL to Support Image Content-based Retrieval},
  author = {Araújo, Myrian Renata Barros and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {IASTED Intl. Conference Information Systems and Databases (ISDB 2002)},
  year = {2002},
  address = {Tokyo, Japan},
  pages = {6 p.}
}
@inproceedings{Araujo1998b,
  title = {Editor de Esquemas com Suporte para Hierarquias de Classifica\c{c}\~ao},
  author = {Araújo, Myrian Renata Barros and Traina, Caetano, Jr. and Biajiz, Mauro and Machado, Elaine Parros},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1998},
  address = {Maringá-PR},
  pages = {135-149}
}
@inproceedings{Araujo2002c,
  title = {Extending Relational Databases to Support Content-based Retrieval of Medical Images},
  author = {Araújo, Myrian Renata Barros and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Bueno, Josiane Maria and Razente, Humberto Luís},
  booktitle = {IEEE International Conference on Computer Based Medical Systems - CBMS},
  year = {2002},
  address = {Maribor, Slovenia},
  pages = {303-308},
  publisher = {IEEE Computer Society}
}
@inproceedings{Araujo2002a,
  title = {Recupera\c{c}\~ao de Exames em Sistemas de Informa\c{c}\~ao Hospitalar com Suporte a Busca de Imagens Baseada em Conteúdo},
  author = {Araújo, Myrian Renata Barros and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {VIII Congresso Brasileiro de Informática em Saúde- CBIS'2002},
  year = {2002},
  address = {Natal, RN-Brazil}
}
@inproceedings{Atho2011,
  title = {The Similarity Cloud Model: A novel and efficient hippocampus segmentation technique},
  author = {Atho, Fredy Edgar Carranza and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Diniz, Paula R.B. and dos Santos, Antonio Carlos},
  booktitle = {IEEE Computer-Based Medical Systems (CBMS)},
  year = {2011},
  pages = {1-6}
}
@inproceedings{avalhais2016Fire,
  title = {Fire Detection on Unconstrained Videos Using Color-Aware Spatial Modeling and Motion Flow},
  author = {L. P. S. Avalhais and J. Rodrigues and A. J. M. Traina},
  booktitle = {2016 IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI)},
  year = {2016},
  month = {Nov},
  pages = {913-920},
  doi = {10.1109/ICTAI.2016.0141},
  owner = {willian},
  timestamp = {2017.03.17}
}
@inproceedings{avalhais2012image,
  title = {Image retrieval employing genetic dissimilarity weighting and feature space transformation functions},
  author = {L P S Avalhais and S F da Silva and Jose Rodrigues and A J M Traina},
  booktitle = {Proceedings of the 27th Annual ACM Symposium on Applied Computing},
  year = {2012},
  pages = {1012-1017},
  publisher = {ACM Press},
  doi = {10.1145/2245276.2245471},
  keywords = {Image Retrieval,Genetic Algorithm},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Avalhais-et_at_ACM-SAC.pdf},
  urllink = {http://dl.acm.org/citation.cfm?id=2245471&preflayout=tabs}
}
@article{ref33,
  title = {Feature Space Optimization for Content-Based Image Retrieval},
  author = {L P S Avalhais and S F Silva and Jose Rodrigues and A J M Traina and C Traina Jr},
  journal = {ACM SIGAPP Applied Computing Review},
  year = {2012},
  number = {3},
  pages = {7-19},
  volume = {12},
  doi = {10.1145/2387358.2387359},
  keywords = {Image Retrieval, Genetic Algorithm, Weighting, Functions},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Avalhais-et_at_ACMSIGAPP-2012.pdf},
  urllink = {http://dl.acm.org/citation.cfm?id=2387359}
}
@article{Marques2008a,
  title = {Reducing the semantic gap in content-based image retrieval in mammography with relevance feedback and inclusion of expert knowledge},
  author = {Azevedo-Marques, Paulo Mazzoncini de and Rosa, Natália Abdala and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Kinoshita, Sérgio Koodi and Rangayyan, Rangaraj Mandayam},
  journal = {International Journal of Computer Assisted Radiology and Surgery},
  year = {2008},
  number = {1-2},
  pages = {123-130},
  volume = {3}
}
@inproceedings{Baioco2007b,
  title = {An Effective Cost Model for Similarity Queries in Metric Spaces},
  author = {Baioco, Gisele Busichia and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {ACM Symposium on Applied Computing (SAC'2007)},
  year = {2007},
  address = {Seoul, Korea},
  pages = {527-528}
}
@inproceedings{Baioco2007c,
  title = {MAMCost: Global and Local Estimates leading to Robust Cost Estimation of Similarity Queries},
  author = {Baioco, Gisele Busichia and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {19th International Conference on Scientific and Statistical Database Management (SSDBM 2007)},
  year = {2007},
  address = {Banff, Canada},
  pages = {6-16},
  publisher = {ACM Press}
}
@article{Balan2012,
  title = {Smart Histogram Analysis Applied to the Skull-stripping Problem in {T1}-weighted {MRI}},
  author = {Balan, André Guilherme Ribeiro and Traina, Agma Juci Machado and Ribeiro, Marcela Xavier and Marques, Paulo Mazzoncini de Azevedo and Traina, Caetano, Jr.},
  journal = {Computers in Biology and Medicine},
  year = {2012},
  number = {5},
  pages = {509-522},
  volume = {42}
}
@inproceedings{Balan2007b,
  title = {HEAD: the Human Encephalon Automatic Delimiter},
  author = {Balan, André Guilherme Ribeiro and Traina, Agma Juci Machado and Ribeiro, Marcela Xavier and Marques, Paulo Mazzoncini de Azevedo and Traina, Caetano, Jr.},
  booktitle = {20th IEEE Intl Symposium on Computer-Based Medical Systems (CBMS 2007)},
  year = {2007},
  address = {Maribor, Slovenia},
  pages = {171-176},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{Balan2005,
  title = {Fractal Analysis of Image Textures for Indexing and Retrieval by Content},
  author = {Balan, André Guilherme Ribeiro and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {18th IEEE Intl. Symposium on Computer-Based Medical Systems - CBMS},
  year = {2005},
  address = {Dublin, Ireland},
  pages = {581 - 586},
  publisher = {IEEE Computer Society}
}
@inproceedings{7167455,
  title = {Vertebral Body Segmentation of Spine MR Images Using Superpixels},
  author = {P. D. Barbieri and G. V. Pedrosa and A. J. M. Traina and M. H. Nogueira-Barbosa},
  booktitle = {2015 IEEE 28th International Symposium on Computer-Based Medical Systems},
  year = {2015},
  address = {S\~ao Carlos, SP-Brazil},
  month = {June},
  pages = {44-49},
  publisher = {IEEE Computer Society},
  doi = {10.1109/CBMS.2015.11},
  issn = {1063-7125}
}
@inproceedings{Barioni2002a,
  title = {Data visualization in RDBMS},
  author = {Barioni, Maria Camila Nardini and Botelho, Elisângela and Faloutsos, Christos and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {IASTED Intl. Conference Information Systems and Databases (ISDB 2002)},
  year = {2002},
  address = {Tokyo, Japan},
  editor = {Kiyoki, Yasushi and Yoshikawa, Masatoshi and Tanaka, Katsumi},
  pages = {264-269},
  publisher = {Acta Press}
}
@incollection{Barioni2010,
  title = {Querying Multimedia Data by Similarity in Relational {DBMS}},
  author = {Barioni, Maria Camila Nardini and Kaster, Daniel dos Santos and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Advanced Database Query Systems: Techniques, Applications and Technologies},
  publisher = {IGI Global},
  year = {2010},
  address = {Hershey, NY, USA},
  editor = {Yan, Li and Ma, Zongmin},
  pages = {323-359}
}
@inproceedings{Barioni2007a,
  title = {Visually Interacting with k-medoid-based Algorithms},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Fedel, Gabriel de Souza and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {3rd ADBIS Workshop on Data Mining and Knowledge Discovery, in conjunction with ADBIS´07},
  year = {2007},
  address = {Varna, Bulgaria},
  pages = {9-18},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Sciences}
}
@article{Barioni2014DMKD,
  title = {Open issues for partitioning clustering methods: an overview},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luíz and Marcelino, Alessandra M. R. and Traina, Agma J. M. and Traina Jr, Caetano},
  journal = {Data Mining and Knowledge Discovery},
  year = {2014},
  number = {3},
  pages = {161-177},
  volume = {4}
}
@inproceedings{Barioni2005b,
  title = {Incluindo Consultas por Similaridade em SQL},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {2ª Sessão de Demos em Banco de Dados - junto ao 20 Simpósio Brasileiro de banco de Dados (SBBD'2005)},
  year = {2005},
  address = {Uberlândia, MG},
  editor = {Brayner, Ângelo and Dorneles, Carina Friedrich},
  pages = {13-18}
}
@inproceedings{Barioni2006b,
  title = {SIREN: A similarity Retrieval Engine for Complex Data},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Demo section of the 32nd Intl Conference on Very Large Data Bases (VLDB 06)},
  year = {2006},
  address = {Seoul, South Korea},
  editor = {Dayal, Umeshwar and Whang, Kyu-Young and Lomet, David B. and Alonso, Gustavo and Lohman, Guy M. and Kersten, Martin L. and Cha, Sang Kyun and Kim, Young-Kuk},
  pages = {1155-1158},
  publisher = {ACM Press}
}
@article{Barioni2009,
  title = {Seamlessly Integrating Similarity Queries in {SQL}},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Software: Practice and Experience},
  year = {2009},
  number = {4},
  pages = {355-384},
  volume = {39}
}
@article{Barioni2008a,
  title = {Accelerating k-medoid-based algorithms through metric access methods},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Journal of Systems and Software (JSS)},
  year = {2008},
  number = {3},
  pages = {343-355},
  volume = {81}
}
@inproceedings{Barioni2006c,
  title = {An Efficient Approach to Scale up k-Medoid-based Algorithms in Large Databases},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {21º Simpósio Brasileiro de Bases de Dados (SBBD´06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {265-279},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Barioni2005a,
  title = {Querying complex objects by similarity in SQL},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Simpósio Brasileiro de Banco de Dados (SBBD'2005)},
  year = {2005},
  address = {Uberlândia, MG},
  editor = {Heuser, Carlos Alberto and de Amo, Sandra Aparecida},
  pages = {130-144},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Barioni2002b,
  title = {Visually Mining on Multiple Relational Tables at Once},
  author = {Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Advances in Databases and Information Systems - ADBIS},
  year = {2002},
  address = {Bratislava, Slovakia},
  editor = {Manolopoulos, Yannis and Návrat, Pavol},
  pages = {21-30},
  volume = {2}
}
@incollection{ref56,
  title = {Fire detection from social media images by means of instance-based learning},
  author = {M Bedo and W Oliveira and M Cazzolato and A Costa and G Blanco and J Rodrigues-Jr and A Traina and C Trina-Jr},
  booktitle = {Enterprise Information Systems},
  publisher = {LNBIP241, Springer},
  year = {2016},
  address = {Barcelona, Spain},
  editor = {Hammoudi, Slimane and Maciaszek, Leszek A. and Teniente, Ernest and Camp, Olivier and Cordeiro, José},
  pages = {23-44},
  abstract = {Social media can provide valuable information to support decision making in crisis management, such as in accidents, explosions, and fires. However, much of the data from social media are images, which are uploaded at a rate that makes it impossible for human beings to analyze them. To cope with that problem, we design and implement a database-driven architecture for fast and accurate fire detection named FFireDt. The design of FFireDt uses the instance-based learning through indexed similarity queries expressed as an extension of the relational Structured Query Language. Our contributions are: (i) the design of the Fast-Fire Detection (F F ireDt), which achieves efficiency and efficacy rates that rival to the state-of-the-art techniques; (ii) the sound evaluation of 36 image descriptors, for the task of image classification in social media; (iii) the evaluation of content-based indexing with respect to the construction of instance-based classification systems; and (iv) the curation of a ground-truth annotated dataset of fire images from social media. Using real data from Flickr, the experiments showed that system FFireDt was able to achieve a precision for fire detection comparable to that of human annotators. Our results are promising for the engineering of systems to monitor images uploaded to social media services.},
  doi = {10.1007/978-3-319-29133-8_2},
  isbn = {978-3-319-29133-8},
  keywords = {Fire Detection, Image Descriptors, Social Media, Extended-SQL},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Bedo_et_al-LNCS2016.pdf},
  urllink = {http://link.springer.com/chapter/10.1007%2F978-3-319-29133-8_2}
}
@inproceedings{BedoEtAl2015,
  title = {Techniques for Effective and Efficient Fire Detection from Social Media Images},
  author = {Marcos Vinicius Naves Bedo and Gustavo Blanco and Willian D. Oliveira and Mirela T. Cazzolato and Alceu Ferraz Costa and Jos{\'{e}} Fernando Rodrigues Jr. and Agma J. M. Traina and Caetano Traina Jr.},
  booktitle = {{ICEIS} 2015 - Proceedings of the 17th International Conference on Enterprise Information Systems, Volume 1, Barcelona, Spain, 27-30 April, 2015},
  year = {2015},
  pages = {34--45},
  doi = {10.5220/0005341500340045},
  url = {http://dx.doi.org/10.5220/0005341500340045}
}
@inproceedings{bedoCPT/14,
  title = {Shrub: Searching Through Heuristics for the Better Query Execution Plan},
  author = {BEDO, M. V. N. and CARVALHO, L. O. and PIERRO, G. V. and TRAINA{ }JR., C.},
  booktitle = {29 Simposio Brasileiro de Banco de Dados},
  year = {2014},
  address = {Curitiba, PR, Brasil},
  pages = {245-250},
  publisher = {SBC}
}
@inproceedings{Bedo2014-SBBDDemo,
  title = {{SHRuB} -- {S}earching through Heuristics for the Best Query-Execution Plan},
  author = {Bedo, Marcos Vinicius Naves and Carvalho, Luiz Olmes and Pierro, Gabriel Vicente de and Traina Jr, Caetano},
  booktitle = {Se\c{c}\~ao de Demos e Aplica\c{c}\~oes do Simp\'osio Brasileiro de Banco de Dados (SBBD'14)},
  year = {2014},
  address = {Curitiba, PR},
  pages = {1-6}
}
@inproceedings{MVNBedo2015SSDBM,
  title = {Compact distance histogram: a novel structure to boost k-nearest neighbor queries},
  author = {Bedo, Marcos Vinicius Naves and Kaster, Daniel dos Santos and Traina, Agma J. M. and Traina, Caetano, Jr.},
  booktitle = {SSDBM '15 Proceedings of the 27th International Conference on Scientific and Statistical Database Management },
  year = {2015},
  address = {La Jolla, CA, USA},
  editor = {Gupta, Amarnath and Rathbun, Susan L.},
  pages = {36:1-36:6},
  publisher = {ACM}
}
@inbook{BedoEtAl2015b,
  title = {Enterprise Information Systems: 17th International Conference, ICEIS 2015, Barcelona, Spain, April 27-30, 2015, Revised Selected Papers},
  author = {Bedo, Marcos Vinicius Naves and de Oliveira, Willian Dener and Mirela T. Cazzolato and Alceu Ferraz Costa and Gustavo Blanco and Jose F. Rodrigues-Jr and Agma J.M. Traina and Caetano Traina{ }Jr.},
  chapter = {Fire Detection from Social Media Images by Means of Instance-Based Learning},
  editor = {Hammoudi, Slimane and Maciaszek, Leszek and Teniente, Ernest and Camp, Olivier and Cordeiro, Jos{\'e}},
  pages = {23--44},
  publisher = {Springer International Publishing},
  year = {2015},
  doi = {10.1007/978-3-319-29133-8_2},
  isbn = {978-3-319-29133-8},
  url = {http://dx.doi.org/10.1007/978-3-319-29133-8_2}
}
@inproceedings{Bedo2015-ICEISEE,
  title = {Fire Detection from Social Media Images by Means of Instance-Based Learning},
  author = {Bedo, Marcos Vinicius Naves and Oliveira, William Dener de and Cazzolato, Mirela Teixeira and Costa, Alceu Ferraz and Blanco, Gustavo and Rodrigues Jr., Jos\'e Fernando and Traina, Agma Juci Machado and Traina Jr, Caetano},
  booktitle = {17th International Conference Enterprise Information Systems, ICEIS 2015, Revised Selected Papers},
  year = {2015},
  address = {Barcelona, Spain},
  editor = {al., S. Hammoudi et},
  pages = {23-44},
  publisher = {Springer International Publishing Switzerland },
  series = {Lecture Notes in Business Information Processing},
  volume = {241}
}
@inproceedings{Bedo2013DEXA,
  title = {A Similarity-Based Approach for Financial Time Series Analysis and Forecasting},
  author = {Bedo, Marcos Vinicius Naves and dos Santos, Davi Pereira and Kaster, Daniel dos Santos and Traina, Caetano, Jr.},
  booktitle = {24th International Conference on Database and Expert Systems Applications - DEXA 2013},
  year = {2013},
  address = {Prague, Czech Republic},
  editor = {Decker, Hendrik and Lhotsk\'a, Lenka and Link, Sebastian and Josef Basl and Tjoa, A Min},
  pages = {94-108},
  publisher = {Springer Berlin Heidelberg},
  series = {Lecture Notes in Computer Science},
  volume = {8056}
}
@article{Bedo2016JDI,
  title = {Endowing a Content-Based Medical Image Retrieval System with Perceptual Similarity Using Ensemble Strategy},
  author = {Bedo, Marcos Vinicius Naves and Santos, Davi Pereira dos and Ponciano da Silva, Marcelo and Marques, Paulo Mazzoncini de Azevedo and Carvalho, Andr\'e Carlos Ponce de Leon Ferreira de and Traina, Caetano, Jr.},
  journal = {Journal of Digital Imaging},
  year = {2016},
  number = {1},
  pages = {22-37},
  volume = {29}
}
@inproceedings{MVNBedo2015CBMS,
  title = {Color and Texture Influence on Computer-Aided Diagnosis of Dermatological Ulcers},
  author = {Bedo, Marcos Vinicius Naves and Santos, Lucio Fernandes Dutra and Oliveira, Willian Dener de and Blanco, Gustavo and Traina, Agma Juci Machado and Frade, Marco Antonio and Marques, Paulo Mazzoncini de Azevedo and Traina, Caetano, Jr.},
  booktitle = {28th {IEEE} International Symposium on Computer-Based Medical Systems, {CBMS} 2015},
  year = {2015},
  address = {Sao Carlos, Brazil
},
  editor = {Traina, Caetano, Jr. and Rodrigues, Pedro Pereira and Kane, Bridget and Marques, Paulo Mazzoncini de Azevedo and Traina, Agma Juci Machado},
  pages = {109-114}
}
@article{Bedo2014JIDM,
  title = {Seamless integration of distance functions and feature vectors for similarity-queries processing},
  author = {Bedo, Marcos Vinicius Naves and Traina, Agma Juci Machado and Traina Jr, Caetano},
  journal = {Journal of Information and Data Management (JIDM)},
  year = {2014},
  number = {1},
  pages = {1-14},
  volume = {5}
}
@inproceedings{Bedo2010Artemis,
  title = {Artemis: Biblioteca para manipula\c{c}\~ao e extraç\~ao de caracter\'isticas de imagens},
  author = {Bedo, Marcos Vinicius Naves and Traina, Caetano, Jr.},
  booktitle = {XVIII Congresso de Inicia\c{c}\~ao Cient\'ifica da UFSCar},
  year = {2010},
  address = {S\~a Carlos - SP},
  pages = {18-18},
  volume = {6}
}
@inproceedings{Biajiz1998,
  title = {Metamodelo para representa\c{c}\~ao de Modelos de Dados utilizando uma Visão Parametrizada de Abstrações de Dados},
  author = {Biajiz, Mauro and Traina, Caetano, Jr.},
  booktitle = {BDatos'98 together with the IX Congreso Latino-Iberoamericano de Investigación Operativa and 27 Jornadas Argentinas de Informática e Investigación Operativa},
  year = {1998},
  address = {Buenos Aires, Argentina},
  editor = {Medeiros, Cláudia Maria Bauzer},
  pages = {51-65}
}
@inproceedings{Biajiz1993,
  title = {Relacionamentos em Modelos de Dados Orientados a Objetos},
  author = {Biajiz, Mauro and Traina, Caetano, Jr. and Manzoli Neto, Oziride},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1993},
  address = {Campina Grande - PB},
  editor = {Schiel, Ulrich},
  pages = {192-206}
}
@inproceedings{Biajiz1996b,
  title = {SIRIUS - Modelo de Dados Orientado a Objetos Baseado em Abstrações de Dados},
  author = {Biajiz, Mauro and Traina, Caetano, Jr. and Vieira, Marina Teresa Pires},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1996},
  address = {S\~a Carlos, SP},
  pages = {338-352}
}
@article{WUWSIBGRAPI,
  title = {Applying texture-spectrum features for lung-CAD purposes},
  author = {Gustavo Blanco and
 Marcos Vinicius Naves Bedo and
 Marcelo Ponciano-Silva and
 Agma J. M. Traina.},
  year = {2014},
  url = {http://bibliotecadigital.fgv.br/dspace/handle/10438/11952}
}
@inproceedings{Bones2016,
  title = {Improving Multivariate Data Streams Clustering},
  author = {Christian C. Bones and Luciana A. S. Romani and Elaine P. M. de Sousa},
  booktitle = {The International Conference on Computational Science (ICCS 2016)},
  year = {2016},
  address = {San Diego, CA, USA},
  pages = {461--471},
  series = {Procedia Computer Science},
  volume = {80},
  owner = {chris},
  timestamp = {2016.10.24}
}
@inproceedings{Bones2015,
  title = {Clustering Multivariate Climate Data Streams using Fractal Dimension},
  author = {Christian C. Bones and Luciana A. S. Romani and Elaine P. M. de Sousa},
  booktitle = {The 30th Brazilian Symposium on Databases},
  year = {2015},
  address = {Petropolis, RJ, Brazil},
  pages = {41--52},
  owner = {chris},
  timestamp = {2016.10.24}
}
@article{Brinis2014,
  title = {{Analyzing Missing Data in Metric Spaces}},
  author = {Safia Brinis and Agma Juci Machado Traina and Caetano Traina JR},
  journal = {Journal of Information and Data Management},
  year = {2014},
  number = {3},
  pages = {224–237},
  volume = {5}
}
@article{Brinis2014JIDM,
  title = {Analyzing Missing Data in Metric Spaces},
  author = {Brinis, Safia and Traina, Agma Juci Machado and Traina Jr, Caetano},
  journal = {Journal of Information and Data Management (JIDM)},
  year = {2014},
  number = {1},
  pages = {1-14},
  volume = {5}
}
@inproceedings{Brito2016,
  title = {Faster cloud Star Joins with reduced disk spill and network communication},
  author = {Jaqueline Joice Brito and Thiago Mosqueiro and Ricardo Rodrigues Ciferri and Cristina Dutra de Aguiar Ciferri},
  booktitle = {International Conference on Computational Science 2016, {ICCS} 2016, 6-8 June 2016, San Diego, California, {USA}},
  year = {2016},
  pages = {74--85}
}
@inproceedings{Brito2011,
  title = {Efficient Processing of Drill-across Queries over Geographic Data
 Warehouses},
  author = {Jaqueline Joice Brito and
 Thiago Lu{\'{\i}}s Lopes Siqueira and
 Val{\'{e}}ria Ces{\'{a}}rio Times and
 Ricardo Rodrigues Ciferri and
 Cristina Dutra de Aguiar Ciferri},
  booktitle = {Proceedings of the 13th International Conference on Data Warehousing and Knowledge Discovery ({DaWak 2011})},
  year = {2011},
  pages = {152--166},
  doi = {10.1007/978-3-642-23544-3_12}
}
@inproceedings{BuenoJ2001a,
  title = {Visualiza\c{c}\~ao e Processamento de Imagens M\'edicas na Web},
  author = {Bueno, Josiane Maria and Chino, F\'abio Jun Takada and Razente, Humberto Luíz and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {Workshop de Informática M\'edica - WIM’2001 - in CD-ROM},
  year = {2001},
  address = {Rio de Janeiro, RJ},
  volume = {in CD-ROM}
}
@inproceedings{BuenoJ2002b,
  title = {How to Add Content-based Image Retrieval Capability in a PACS},
  author = {Bueno, Josiane Maria and Chino, F\'abio Jun Takada and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {IEEE International Conference on Computer Based Medical Systems - CBMS},
  year = {2002},
  address = {Maribor, Slovenia},
  pages = {321-326},
  publisher = {IEEE Computer Society}
}
@inproceedings{BuenoJ2002a,
  title = {cbPACS: PACS com Suporte à Recupera\c{c}\~ao de Imagens Médicas Baseada em Conteúdo},
  author = {Bueno, Josiane Maria and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {VIII Congresso Brasileiro de Informática em Saúde- CBIS'2002},
  year = {2002},
  address = {Natal, RN-Brazil},
  pages = {6 pags.}
}
@inproceedings{RBueno2010b,
  title = {Metric data analysis enhanced through temporal visualization},
  author = {Bueno, Renato and Kaster, Daniel dos Santos and Barioni, Maria Camila Nardini and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {14th International Conference Information Visualisation - IV'10},
  year = {2010},
  address = {London, UK},
  editor = {Banissi, Ebad and Bertschi, Stefan and Burkhard, Remo Aslak and Counsell, John and Dastbaz, Mohammad and Eppler, Martin J. and Forsell, Camilla and Grinstein, Georges G. and Johansson, Jimmy and Jern, Mikael and Khosrowshahi, Farzad and Marchese, Francis T. and Maple, Carsten and Laing, Richard and Cvek, Urska and Trutschl, Marjan and Sarfraz, Muhammad and Stuart, Liz J. and Ursyn, Anna and Wyeld, Theodor G.},
  pages = {116-121},
  publisher = {IEEE Computer Society}
}
@inproceedings{RBueno2009b,
  title = {Unsupervised Scaling of Multi-Descriptor Similarity Functions for Medical Image Datasets},
  author = {Bueno, Renato and Kaster, Daniel dos Santos and Paterlini, Adriano Arantes and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {22th IEEE Intl. Symposium on Computer-Based Medical Systems (CBMS 2009)},
  year = {2009},
  address = {Albuquerque, NM, EUA},
  pages = {8 p.},
  publisher = {IEEE Computer Society}
}
@inproceedings{RBueno2009a,
  title = {Time-aware Similarity Search: a Metric-Temporal Representation for Complex Data},
  author = {Bueno, Renato and Kaster, Daniel dos Santos and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {11th International Symposium on Advances in Spatial and Temporal Databases (SSTD 2009)},
  year = {2009},
  address = {Aalborg, Denmark},
  editor = {Mamoulis, Nikos and Seidl, Thomas and Pedersen, Torben Bach and Torp, Kristian and Assent, Ira},
  pages = {302-319},
  publisher = {Springer}
}
@inproceedings{RBueno2008b,
  title = {A New Approach for Optimization of Dynamic Metric Access Methods Using an Algorithm of Effective Deletion},
  author = {Bueno, Renato and Kaster, Daniel dos Santos and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {20th International Conference on Scientific and Statistical Database Management (SSDBM 2008)},
  year = {2008},
  address = {Hong Kong S.A.R., China},
  pages = {366-383},
  publisher = {Springer Berlin / Heidelberg},
  volume = {5069/2008}
}
@inproceedings{Bueno2009c,
  title = {Visualization of Metric Data Evolution},
  author = {Bueno, Renato and Razente, Humberto Luís and Barioni, Maria Camila Nardini and Kaster, Daniel dos Santos and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {13th International Conference on Information Visualization - Showcase (IV09)},
  year = {2009},
  address = {Barcelona, Spain},
  pages = {55},
  volume = {Book of Abstracts of 13th ICIV}
}
@inproceedings{RBueno2010a,
  title = {Improving Medical Image Retrieval through Multi-Descriptor Similarity Functions and Association Rules},
  author = {Bueno, Renato and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {International Symposium on Computer-Based Medical Systems (CBMS 2010)},
  year = {2010},
  address = {Perth, Australia},
  pages = {1-6},
  publisher = {IEEE Computer Society}
}
@inproceedings{RBueno2008a,
  title = {An algorithm for effective deletion and a new optimization technique for Metric Access Methods},
  author = {Bueno, Renato and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {23rd Annual ACM Symposium on Applied Computing (SAC2008)},
  year = {2008},
  address = {Fortaleza, Ceará - Brazil},
  pages = {1034-1035},
  publisher = {ACM Press}
}
@article{RBueno2007,
  title = {Genetic Algorithms for Approximate Similarity Queries},
  author = {Bueno, Renato and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Data and Knowledge Engineering-DKE},
  year = {2007},
  number = {3},
  pages = {459-482},
  volume = {62}
}
@inproceedings{RBueno2005b,
  title = {Algoritmos Genéticos para Consultas por Similaridade Aproximadas},
  author = {Bueno, Renato and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Simpósio Brasileiro de Banco de Dados (SBBD'2005)},
  year = {2005},
  address = {Uberlândia, MG},
  editor = {Heuser, Carlos Alberto and de Amo, Sandra Aparecida},
  pages = {190-204},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{RBueno2005a,
  title = {Accelerating Approximate Similarity Queries using Genetic Algorithms},
  author = {Bueno, Renato and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {ACM Intl. Conference on Applied Computing (SAC)},
  year = {2005},
  address = {Santa Fe, New Mexico},
  pages = {617-622},
  publisher = {ACM Press},
  volume = {1}
}
@inproceedings{Bugatti2011a,
  title = {Integrating user profile in medical {CBIR} systems to answer perceptual similarity queries},
  author = {Bugatti, Pedro Henrique and Kaster, Daniel dos Santos and da Silva, Marcelo Ponciano and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {SPIE Medical Imaging 2011 (SPIE-MI 2011, Proc. SPIE 7963, 79630Q (2011)},
  year = {2011},
  address = {Orlando, FL, EUA}
}
@article{Bugatti2014a,
  title = {{PRoSPer:} Perceptual similarity queries in medical {CBIR} systems through user profiles},
  author = {Bugatti, Pedro H. and Kaster, Daniel S. and Ponciano-Silva, Marcelo and Traina, Caetano and Azevedo-Marques, Paulo M. and Traina, Agma J. M.},
  journal = {Computers in Biology and Medicine},
  year = {2014},
  pages = {8-19},
  volume = {45}
}
@inproceedings{Bugatti2009a,
  title = {Content-Based Retrieval of Medical Images: from Context to Perception},
  author = {Bugatti, Pedro Henrique and Ponciano da Silva, Marcelo and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Azevedo-Marques, Paulo Mazzoncini de},
  booktitle = {22th IEEE Intl. Symposium on Computer-Based Medical Systems (CBMS 2009)},
  year = {2009},
  address = {Albuquerque, NM, EUA},
  pages = {9-15},
  publisher = {IEEE Computer Society}
}
@inproceedings{Bugatti2011c,
  title = {Feature Selection Guided by Perception in Medical {CBIR} Systems},
  author = {Bugatti, Pedro Henrique and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {2011 First IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology},
  year = {2011},
  address = {San Jose, CA - USA},
  editor = {Boxwala, Aziz and Chen, Xue-wen and Duncan, James S. and Miyano, Satoru and Syeda-Mahmood, Tanveer},
  pages = {323-330},
  publisher = {IEEE Computer Society}
}
@inproceedings{Bugatti2008c,
  title = {Content-Based Retrieval of Medical Images by Continuous Feature Selection},
  author = {Bugatti, Pedro Henrique and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {21th IEEE Intl. Symposium on Computer-Based Medical Systems (CBMS 2008)},
  year = {2008},
  address = {Jyväskylä, Finland},
  pages = {272-277},
  publisher = {IEEE Computer Society}
}
@inproceedings{Bugatti2011b,
  title = {Improving content-based retrieval of medical images through dynamic distance on relevance feedback},
  author = {Bugatti, Pedro Henrique and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {International Symposium on Computer-Based Medical Systems (CBMS 2011)},
  year = {2011},
  address = {Bristok, UK},
  pages = {1-6},
  publisher = {IEEE Computer Society}
}
@inproceedings{Bugatti2008a,
  title = {Assessing the Best Integration between Distance-function and Image-Feature to Answer Similarity Queries},
  author = {Bugatti, Pedro Henrique and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {23rd Annual ACM Symposium on Applied Computing (SAC2008)},
  year = {2008},
  address = {Fortaleza, Ceará - Brazil},
  pages = {1225-1230},
  publisher = {ACM Press}
}
@inproceedings{Bugatti2008b,
  title = {A New Method to Efficiently Reducing Histogram Dimensionality},
  author = {Bugatti, Pedro Henrique and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Symposium on Medical Imaging (SPIE-2008), Computer-Aided Diagnosis track},
  year = {2008},
  address = {San Diego - CA},
  pages = {4 pags. in CD-ROM}
}
@inproceedings{Campo2003,
  title = {Uma Abordagem Eficiente para Recupera\c{c}\~ao de Imagens Médicas},
  author = {Campo, Camilo Yamauchi and Traina, Agma Juci Machado},
  booktitle = {3º Workshop de Informática Médica - WIM'2003 - in CD-ROM},
  year = {2003},
  address = {Fortaleza, CE},
  editor = {Oliveira, Káthia Marçal de and Jr., Álvaro Rabelo},
  pages = {in CD-ROM}
}
@inproceedings{Carelo2009,
  title = {The Onion-tree: Quick Indexing of Complex Data in the Main Memory},
  author = {Carelo, Caio Cesar Mori and Pola, Ives Rene Venturini and Ciferri, Cristina Dutra de Aguiar and Ciferri, Ricardo Rodrigues and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Advances in Databases and Information Systems (ADBIS)},
  year = {2009},
  address = {Riga, Latvia},
  publisher = {Springer}
}
@article{Carelo2011,
  title = {Slicing the metric space to provide quick indexing of complex data in the main memory},
  author = {Carelo, Caio Cesar Mori and Pola, Ives Rene Venturini and Ciferri, Ricardo Rodrigues and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Ciferri, Cristina Dutra de Aguiar},
  journal = {Information Systems Journal (ISJ)},
  year = {2011},
  number = {1},
  pages = {79-98},
  volume = {36}
}
@inproceedings{CC16WTDBD,
  title = {Spatial Indexing in Flash Memories: Proposal of an Efficient and Robust Spatial Index with Durability},
  author = {A.~C. Carniel and C.~D.~A. Ciferri},
  booktitle = {Proceedings of the Brazilian Symposium on Databases - Workshop of Thesis and Master Dissertations in Databases},
  year = {2016},
  address = {Salvador, BH, Brazil},
  pages = {66-73},
  owner = {willian},
  timestamp = {2016.10.25},
  url = {http://sbbd2016.fpc.ufba.br/e-book/satellites.pdf}
}
@inproceedings{CCC16Demos,
  title = {Experimental Evaluation of Spatial Indices with {FESTIval}},
  author = {A.~C. Carniel and R.~R. Ciferri and C.~D.~A. Ciferri},
  booktitle = {Proceedings of the Brazilian Symposium on Databases - Demonstration Track},
  year = {2016},
  address = {Salvador, BH, Brazil},
  pages = {123-128},
  owner = {willian},
  timestamp = {2016.10.25},
  url = {http://sbbd2016.fpc.ufba.br/e-book/satellites.pdf}
}
@inproceedings{CCC16GEOINFO,
  title = {The Performance Relation of Spatial Indexing on Hard Disk Drives and Solid State Drives},
  author = {A.~C. Carniel and R.~R. Ciferri and C.~D.~A. Ciferri},
  booktitle = {Brazilian Symposium on GeoInformatics},
  year = {2016},
  pages = {263-274},
  owner = {willian},
  timestamp = {2016.12.07}
}
@article{CCC16JIDM1,
  title = {Handling Fuzzy Points and Fuzzy Lines using the {FuzzyGeometry} Abstract Data Type},
  author = {A.~C. Carniel and R.~R. Ciferri and C.~D.~A. Ciferri},
  journal = {Journal of Information and Data Management},
  year = {2016},
  number = {1},
  pages = {35-51},
  volume = {7},
  keywords = {abstract data types, fuzzy spatial objects, spatial databases, spatial fuzziness},
  owner = {willian},
  timestamp = {2016.10.25},
  url = {https://seer.ufmg.br/index.php/jidm/article/view/1368/2646}
}
@article{CCC16JIDM2,
  title = {The {VagueGeometry} Abstract Data Type},
  author = {A.~C. Carniel and R.~R. Ciferri and C.~D.~A. Ciferri},
  journal = {Journal of Information and Data Management},
  year = {2016},
  number = {1},
  pages = {18-34},
  volume = {7},
  keywords = { abstract data types, spatial databases, vague spatial objects, vague topological predicates},
  owner = {willian},
  timestamp = {2016.10.25},
  url = {https://seer.ufmg.br/index.php/jidm/article/view/1367/2645}
}
@inproceedings{Carn15GeoInfo1,
  title = {Embedding Vague Spatial Objects into Spatial Databases using the VagueGeometry Abstract Data Type},
  author = {A.~C. Carniel and R.~R. Ciferri and C.~D.~A. Ciferri},
  booktitle = {Proceedings of the Brazilian Symposium on GeoInformatics},
  year = {2015},
  address = {Campos do Jord\~{a}o, SP, Brazil},
  pages = {233-244},
  url = {http://mtc-m16c.sid.inpe.br/col/sid.inpe.br/mtc-m16c/2015/12.10.18.26/doc/proceedings2015_p23.pdf}
}
@inproceedings{Carn15GeoInfo2,
  title = {An Abstract Data Type to Handle Vague Spatial Objects Based on the Fuzzy Model},
  author = {A.~C. Carniel and R.~R. Ciferri and C.~D.~A. Ciferri},
  booktitle = {Proceedings of the Brazilian Symposium on GeoInformatics},
  year = {2015},
  address = {Campos do Jord\~{a}o, SP, Brazil},
  pages = {210-221},
  url = {http://mtc-m16c.sid.inpe.br/col/sid.inpe.br/mtc-m16c/2015/12.10.18.17/doc/proceedings2015_p21.pdf}
}
@inproceedings{CS16FUZZIEEE,
  title = {A conceptual model of fuzzy topological relationships for fuzzy regions},
  author = {A.~C. Carniel and M. Schneider},
  booktitle = {Proceedings of the IEEE International Conference on Fuzzy Systems},
  year = {2016},
  address = {Vancouver, BC, Canada},
  pages = {2271-2278},
  doi = {10.1109/FUZZ-IEEE.2016.7737976},
  owner = {willian},
  timestamp = {2016.12.07},
  url = {http://ieeexplore.ieee.org/document/7737976/}
}
@inproceedings{Carn15ACMSIGSPATIAL,
  title = {{FIFUS}: A Rule-based Fuzzy Inference Model for Fuzzy Spatial Objects in Spatial Databases and {GIS}},
  author = {A.~C. Carniel and M. Schneider and R.~R. Ciferri},
  booktitle = {23rd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems},
  year = {2015},
  address = {New York, NY, USA},
  pages = {529-532},
  doi = {10.1145/2820783.2820874},
  keywords = {fuzzy inference, fuzzy spatial objects, spatial decision support system, spatial fuzziness},
  url = {http://doi.acm.org/10.1145/2820783.2820874}
}
@inproceedings{Carn14ACMSIGSPATIAL,
  title = {Modeling Fuzzy Topological Predicates for Fuzzy Regions},
  author = {A.~C. Carniel and M. Schneider and R.~R. Ciferri and C.~D.~A. Ciferri},
  booktitle = {22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems},
  year = {2014},
  address = {New York, NY, USA},
  pages = {529-532},
  doi = {10.1145/2666310.2666497},
  keywords = {fuzzy region, fuzzy topological predicate, spatial vagueness},
  url = {http://doi.acm.org/10.1145/2666310.2666497}
}
@article{carvalhoOPTT/14,
  title = {A Wider Concept for Similarity Joins},
  author = {CARVALHO, L. O. and OLIVEIRA, W. D. and POLA, I. R. V. and TRAINA, A. J. M. and TRAINA{ }JR., C.},
  journal = {Journal of Information and Data Management},
  year = {2014},
  number = {3},
  pages = {210-223},
  volume = {5}
}
@inproceedings{LOCarvalho2015Sisap,
  title = {Similarity Joins and Beyond: An Extended Set of Binary Operators with Order},
  author = {Carvalho, Luiz Olmes and Santos, Lucio F. D. and Oliveira, Willian D. and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {{SISAP} 2015 Similarity Search and Applications - 8th International Conference},
  year = {2015},
  address = {Glasgow, UK},
  editor = {Amato, Giuseppe and Connor, Richard C. H. and Falchi, Fabrizio and Gennaro, Claudio},
  pages = {29-41},
  publisher = {Springer},
  series = {Lecture Notes in Computer Science},
  volume = {9371}
}
@inproceedings{carvalhoSOTT/ism/15,
  title = {Self Similarity Wide-Joins for Near-Duplicate Image Detection},
  author = {CARVALHO, L. O. and SANTOS, L. F. D. and OLIVEIRA, W. D. and TRAINA, A. J. M. and TRAINA{ }JR., C.},
  booktitle = {IEEE International Symposium on Multimedia},
  year = {2015},
  address = {Miami, USA},
  pages = {237-240},
  publisher = {IEEE}
}
@inproceedings{Carvalho2016ICEIS,
  title = {Efficient Self-similarity Range Wide-joins Fostering Near-duplicate Image Detection in Emergency Scenarios},
  author = {Carvalho, Luiz Olmes and Santos, L\'ucio Fernandes Dutra and Oliveira, William Dener de and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {18th International Conference on Enterprise Information Systems (ICEIS)},
  year = {2016},
  address = {Rome, Italy},
  pages = {12 pags.},
  publisher = {ScitePress Digital Lybrary}
}
@inproceedings{Carvalho2014CBMS,
  title = {{MedInject:} a General Purpose Information Retrieval Framework Applied in a Medical Context},
  author = {Carvalho, Luiz Olmes and Seraphim, Enzo and Seraphim, Thatyana F. Piola and Traina, Agma Juci Machado and Traina Jr, Caetano},
  booktitle = {IEEE 27th International Symposium on Computer-Based Medical Systems (CBMS)},
  year = {2014},
  address = {New York-NY, USA},
  pages = {287-293},
  publisher = {IEEE Computer Society}
}
@inproceedings{carvalhoSSTT/14,
  title = {MedInject: a General-Purpose Information Retrieval Framework Applied in a Medical Context},
  author = {CARVALHO, L. O. and SERAPHIM, E. and SERAPHIM, T. F. P. and TRAINA, A. J. M. and TRAINA{ }JR., C.},
  booktitle = {IEEE 27th International Symposium on Computer-Based Medical Systems},
  year = {2014},
  address = {New York, USA},
  pages = {308-313},
  publisher = {IEEE}
}
@inproceedings{CarvalhoLOlmes2013,
  title = {{ObInject:} a {NoODMG} Persistence and Indexing Framework for Object Injection},
  author = {Carvalho, Luiz Olmes and Seraphim, Thatyana F. Piola and Traina, Caetano, Jr. and Seraphim, Enzo},
  booktitle = {Simp\'osio Brasileiro de Banco de Dados},
  year = {2013},
  address = {Recife, Brazil},
  pages = {220-235},
  publisher = {SBC}
}
@article{carvalhoSTS/13,
  title = {ObInject: a NoODMG Persistence and Indexing Framework for Object Injection},
  author = {CARVALHO, L. O. and SERAPHIM, T. F. P. and TRAINA{ }JR., C. and SERAPHIM, E.},
  journal = {Journal of Information and Data Management},
  year = {2013},
  number = {3},
  pages = {220-235},
  volume = {4}
}
@inproceedings{Castanon2003b,
  title = {Caracteriza\c{c}\~ao de Imagens atrav\'es de An\'alise Multiresolu\c{c}\~ao por Wavelets para Sistemas CBIR},
  author = {Casta\~n\'on, C\'esar Armando Beltr\'an and Traina, Agma Juci Machado},
  booktitle = { XXIX Confer\^encia LatinoAmericana de Inform\'atica - CLEI´2003},
  year = {2003},
  address = {La Paz - Bolivia},
  editor = {Guerrero, C\'esar Ibarra},
  pages = {12 pags.(em CDROM)}
}
@inproceedings{CazzolatoEtAl2016,
  title = {Unveiling smoke in social images with the SmokeBlock approach},
  author = {Mirela T. Cazzolato and Marcos V.N. Bedo and Alceu Costa and Jessica A. Souza and Caetano Traina-Jr and Jose F. Rodrigues Jr. and Agma J.M. Traina},
  booktitle = {Proceedings of the 31st ACM/SIGAPP Symposium on Applied Computing},
  year = {2016},
  pages = {49--54},
  publisher = {ACM Press},
  doi = {http://dx.doi.org/10.1145/2851613.2851634},
  url = {www.icmc.usp.br/pessoas/junio/PublishedPapers/Cazzolato_et_al_SAC2016.pdf}
}
@article{CazzolatoRibeiro2014,
  title = {Classifying High-Speed Data Streams Using Statistical Decision Trees},
  author = {Mirela Teixeira Cazzolato and Marcela Xavier Ribeiro},
  journal = {{JIDM}},
  year = {2014},
  number = {1},
  pages = {84--93},
  volume = {5},
  url = {https://seer.lcc.ufmg.br/index.php/jidm/article/view/277}
}
@inproceedings{RChbeir2014Adbis,
  title = {{SemIndex}: Semantic-Aware Inverted Index},
  author = {Chbeir, Richard and Luo, Yi and Tekli, Joe and Yetongnon, Kokou and Iba\~nez, Carlos Raymundo and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Assad, Marc Al},
  booktitle = {Adbis'2014},
  year = {2014},
  address = {Ohrid, Macedonia},
  editor = {Manolopoulos, Yannis and Trajcevski, Goce and Kon-Popovska, Margita},
  pages = {290-307},
  publisher = {Springer}
}
@inproceedings{chino2015bowfire,
  title = {BoWFire: Detection of Fire in Still Images by Integrating Pixel Color and Texture Analysis},
  author = {Chino, Daniel YT and Avalhais, Letricia PS and Rodrigues, Jose F and Traina, Agma JM},
  booktitle = {Graphics, Patterns and Images (SIBGRAPI), 2015 28th SIBGRAPI Conference on},
  year = {2015},
  organization = {IEEE},
  pages = {95--102},
  publisher = {IEEE Press},
  abstract = {Emergency events involving fire are potentially harmful, demanding a fast and precise decision making. The use of crowdsourcing image and videos on crisis management systems can aid in these situations by providing more information than verbal/textual descriptions. Due to the usual high volume of data, automatic solutions need to discard non-relevant content without losing relevant information. There are several methods for fire detection on video using color-based models. However, they are not adequate for still image processing, because they can suffer on high false-positive results. These methods also suffer from parameters with little physical meaning, which makes fine tuning a difficult task. In this context, we propose a novel fire detection method for still images that uses classification based on color features combined with texture classification on superpixel regions. Our method uses a reduced number of parameters if compared to previous works, easing the process of fine tuning the method. Results show the effectiveness of our method of reducing false-positives while its precision remains compatible with the state-of-the-art methods.},
  doi = {http://doi.ieeecomputersociety.org/10.1109/SIBGRAPI.2015.19},
  keywords = {fire detection; still images; pixel-color classification; texture feature},
  url = {www.icmc.usp.br/pessoas/junio/PublishedPapers/Chino_et_al_SIBGRAPI2015.pdf},
  urllink = {http://www.computer.org/csdl/proceedings/sibgrapi/2015/7962/00/7962a095-abs.html}
}
@inproceedings{ChinoD2011DSBBD,
  title = {{SatImagExplorer:} tornando a minera\c{c}\~ao de dados de sensores orbitais mais flex\'ivel},
  author = {Chino, Daniel Yoshinobu Takada and Amaral, Bruno F. and Romani, Luciana Alvim S. and de Sousa, Elaine Parros Machado and Traina, Agma Juci Machado},
  booktitle = {VIII Sess\~ao de Demos do Simp\'osio Brasileiro de Banco de Dados},
  year = {2011},
  address = {Florian\'opolis, SC},
  pages = {1-6},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{ChinpDaniel2014ICEIS,
  title = {{TrieMotif:} a New and Efficient Method to Mine Frequent $k$-Motifs from Large Time Series},
  author = {Chino, Daniel Yoshinobu Takada and Gon\c{c}alves, Renata Ribeiro do Valle and Romani, Luciana Alvim S. and Traina Jr, Caetano and Traina, Agma Juci Machado},
  booktitle = {Int'l Conf. on Enterprise Information Systems (ICEIS 2014)},
  year = {2014},
  address = {Lisbon, Portugal},
  pages = {1-10},
  publisher = {SCITEPRESS Digital Library}
}
@inproceedings{DanielChino2014ICEIS,
  title = {Discovering Frequent Patterns on Agrometeorological Data with TrieMotif},
  author = {Chino, Daniel Yoshinobu Takada and Gon\c{c}alves, Renata Ribeiro do Valle and Romani, Luciana Alvim S. and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = { ICEIS 2014},
  year = {2014},
  address = {Lisbon, Portugal},
  pages = {91-107},
  publisher = {Springer International Publishing}
}
@inbook{Chino2015b,
  title = {Enterprise Information Systems: 16th International Conference, ICEIS 2014, Lisbon, Portugal, April 27-30, 2014, Revised Selected Papers},
  author = {Chino, Daniel Y. T.
and Goncalves, Renata R. V.
and Romani, Luciana A. S.
and Traina, Caetano
and Traina, Agma J. M.},
  chapter = {Discovering Frequent Patterns on Agrometeorological Data with TrieMotif},
  editor = {Cordeiro, Jos{\'e}
and Hammoudi, Slimane
and Maciaszek, Leszek
and Camp, Olivier
and Filipe, Joaquim},
  pages = {91--107},
  publisher = {Springer International Publishing},
  year = {2015},
  address = {Cham},
  doi = {10.1007/978-3-319-22348-3_6},
  isbn = {978-3-319-22348-3},
  url = {http://dx.doi.org/10.1007/978-3-319-22348-3_6}
}
@inproceedings{Chino2011,
  title = {SatImagExplorer: tornando a mineração de dados de sensores orbitais mais flexível},
  author = {Chino, Daniel Yoshinobu Takada and Louza, Felipe Alves and Traina, Agma Juci Machado and Ciferri, Cristina Dutra Aguiar and Traina Jr., Caetano},
  booktitle = {Anais da Sessão de Demos do XXVI Simpósio Brasileiro de Banco de Dados~(SBBD).},
  year = {2011},
  address = {Florianopolis, Brazil},
  pages = {25--30}
}
@article{ChinoDYT2012SBBD,
  title = {Time Series Indexing Taking Advantage of the Generalized Suffix Tree},
  author = {Chino, Daniel Yoshinobu Takada and Louza, Felipe Alves de and Traina, Agma Juci Machado and Ciferri, Cristina Dutra de Aguiar and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management (JIDM)},
  year = {2012},
  number = {2},
  pages = {101-109},
  volume = {3}
}
@inproceedings{Chino2011SBBD,
  title = {Telesto: Indexa\c{c}\~ao de s\'eries temporais por meio de \'arvores de sufixo generalizadas},
  author = {Chino, Daniel Yoshinobu Takada and Louza, Felipe Alves de and Traina, Agma Juci Machado and Ciferri, Cristina Dutra de Aguiar and Traina, Caetano, Jr.},
  booktitle = {XXVI Simp\'osio Brasileiro de Banco de Dados},
  year = {2011},
  address = {Florian\'opolis, SC},
  pages = {41-48},
  publisher = {SBC},
  volume = {1}
}
@conference{Chino2013,
  title = {The NInA Framework - Using Gesture to Improve Interaction and Collaboration in Geographical Information Systems},
  author = {Daniel Y. T. Chino and Luciana A. S. Romani and Letricia P. S. Avalhais and Willian D. Oliveira and Renata R. V. Gonçalves and Caetano Traina Jr. and Agma J. M. Traina},
  booktitle = {Proceedings of the 15th International Conference on Enterprise Information Systems},
  year = {2013},
  pages = {58-66},
  doi = {10.5220/0004433700580066},
  isbn = {978-989-8565-61-7}
}
@inproceedings{ChinoDYT2013,
  title = {The {NInA} Framework - Using Gesture to Improve Interaction and Collaboration in Geographical Information Systems},
  author = {Chino, Daniel Yoshinobu Takada and Romani, Luciana Alvim S. and Avalhais, Letricia P. S. and Oliveira, Willian Dener de and Gon\c{c}alves, Renata Ribeiro do Valle and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {15th International Conference on Enterprise Information Systems - ICEIS 2013},
  year = {2013},
  address = {Angers, France},
  editor = {Hammoudi, Slimane and Maciaszek, Leszek A. and Cordeiro, Jos\'e and G., Dietz Jan L.},
  pages = {58-66},
  publisher = {SciTePress },
  volume = {3}
}
@article{Chino2010,
  title = {Construindo S\'eries Temporais de Imagens de Sat\'elite para Sumariza\c{c}\~ao de Dados Clim\'aticos e Monitoramento de Safras Agr\'icolas},
  author = {Chino, Daniel Yoshinobu Takada and Romani, Luciana Alvim S. and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = {Revista Eletr\^onica de Iniciaç\~ao Cient\'ifica (REIC)},
  year = {2010},
  number = {3},
  pages = {1-20},
  volume = {10}
}
@inproceedings{Chino2014,
  title = {TrieMotif - {A} New and Efficient Method to Mine Frequent K-Motifs from Large Time Series},
  author = {Daniel Yoshinobu Takada Chino and Renata Ribeiro do Valle Gonçalves and Luciana A. S. Romani and Caetano Traina Jr. and Agma J. M. Traina},
  booktitle = {{ICEIS} 2014 - Proceedings of the 16th International Conference on Enterprise Information Systems},
  year = {2014},
  pages = {60--69},
  publisher = {SciTePress},
  volume = {1},
  doi = {10.5220/0004891900600069},
  location = {Lisbon, Portugal},
  url = {http://dx.doi.org/10.5220/0004891900600069}
}
@inproceedings{Chino2005,
  title = {MAMView: A Visual Tool for Exploring and Understanding Metric Access Methods},
  author = {Chino, F\'abio Jun Takada and Vieira, Marcos Rodrigues and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {ACM Intl. Conference on Applied Computing (SAC)},
  year = {2005},
  address = {Santa Fe, New Mexico},
  pages = {1228-1233},
  publisher = {ACM Press},
  volume = {2}
}
@inproceedings{Ciferri2007,
  title = {Horizontal Fragmentation as a Technique to Improve the Performance of Drill-Down and Roll-up Queries},
  author = {Ciferri, Cristina Dutra de Aguiar and Ciferri, Ricardo Rodrigues and Forlani, Diogo Tuler and Traina, Agma Juci Machado and de Souza, Fernado da Fonseca},
  booktitle = {22th ACM Symposium on Applied Computing (SAC)},
  year = {2007},
  address = {Seoul, Coréia},
  pages = {494-499},
  publisher = {ACM Press},
  volume = {1}
}
@inproceedings{Ciferri2006a,
  title = {Data Warehousing na Saúde: Melhorando a Tomada de Decisão Médico-Analítica},
  author = {Ciferri, Cristina Dutra de Aguiar and Ciferri, Ricardo Rodrigues and Ogata, R.R. and Lima, A.M.P. and Traina, Agma Juci Machado},
  booktitle = {XXXII Conferencia Latinoamericana de Informática, (CLEI 2006)},
  year = {2006},
  address = {Santiago del Chile, Chile},
  pages = {12 pags (CDRom)}
}
@inproceedings{RCiferri2008a,
  title = {nsP-index: A Robust and Persistent Index for Nucleotide Sequences},
  author = {Ciferri, Ricardo Rodrigues and Ciferri, Cristina Dutra de Aguiar and Carélo, Caio César Mori and Traina, Caetano, Jr.},
  booktitle = {Advances in Databases and Information Systems, 12th East European Conference, ADBIS 2008},
  year = {2008},
  address = {Pori, Finland},
  editor = {Atzeni, Paolo and Caplinskas, Albertas and Jaakkola, Hannu},
  pages = {28-41},
  volume = {2}
}
@article{ref34,
  title = {Towards a Hybrid Approach for adapting Web Graphical User Interfaces to Heterogeneous Devices using Context},
  author = {Carlos E Cirilo and Antonio F Prado and Wanderley L Souza and Luciana A M Zaina and Jose Rodrigues},
  journal = {International Journal of Software Engineering and Knowledge Engineering},
  year = {2012},
  number = {6},
  pages = {769-800},
  volume = {22},
  abstract = {Ubiquitous Computing promises seamless access to a wide range of applications and Internet-based services from anywhere, at any time, and using any device. In this scenario, new challenges for the practice of software development arise: Applications and services must keep a coherent behavior, a proper appearance, and must adapt to a plenty of contextual usage requirements and hardware aspects. Especially, due to its interactive nature, the interface content of Web applications must adapt to a large diversity of devices and contexts. In order to overcome such obstacles, this work introduces an innovative methodology for content adaptation of Web 2.0 interfaces. The basis of our work is to combine static adaption — the implementation of static Web interfaces; and dynamic adaptation — the alteration, during execution time, of static interfaces so as for adapting to different contexts of use. In hybrid fashion, our methodology benefits from the advantages of both adaptation strategies — static and dynamic. In this line, we designed and implemented UbiCon, a framework over which we tested our concepts through a case study and through a development experiment. Our results show that the hybrid methodology over UbiCon leads to broader and more accessible interfaces, and to faster and less costly software development. We believe that the UbiCon hybrid methodology can foster more efficient and accurate interface engineering in the industry and in the academy.},
  doi = {10.1142/S0218194012400128},
  keywords = {Hybrid interface adaptation, context-sensitivity, ubiquitous applications},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Cirilo_et_al-IJSEKE2012.pdf},
  urllink = {http://www.worldscientific.com/doi/abs/10.1142/S0218194012400128}
}
@inproceedings{Colleta2010,
  title = {Biblioteca Digital de Trabalhos Acad\^emicos da {U}niversidade de {S}ão {P}aulo: Desenvolvimento e Implementa\c{c}\~ao na {EESC/USP}},
  author = {Colleta, Teresinha das Graças and Zanetti, L\'ucia Semensato and Cassin, Fl\'avia Helena and Alves, Manoel Rodrigues and Lirani, Maria de Lourdes Rebucci and Kondo, Rogerio Toshiaki and Traina, Caetano, Jr.},
  booktitle = {XVI Semin\'ario Nacional das Bibliotecas Universit\'arias
II Semin\'ario Internacional de Bibliotecas Digitais - Brasil},
  year = {2010},
  address = {S\~a Conrado - RJ},
  editor = {Mello, Paula Maria Abrantes Cotta de},
  pages = {1-12}
}
@book{CordeiroLFC2013Book,
  title = {Data Mining in Large Sets of Complex Data},
  author = {Cordeiro, Robson Leonardo Ferreira and Faloutsos, Christos and Traina, Caetano, Jr.},
  publisher = {Springer},
  year = {2013},
  series = {Springer Briefs in Computer Science}
}
@article{Cordeiro2014a,
  title = {{QuMinS:} Fast and scalable querying, mining and summarizing multi-modal databases},
  author = {Cordeiro, Robson L. F. and Guo, Fan and Haverkamp, Donna S. and Horne, James H. and Hughes, Ellen K. and Kim, Gunhee and Romani, Luciana A. S. and Coltri, Priscila P. and Souza, Tamires T. and Traina, Agma J. M. and Traina Jr, Caetano and Faloutsos, Christos},
  journal = {Information Sciences},
  year = {2014},
  number = {0},
  pages = {211-229},
  volume = {264}
}
@inproceedings{Cordeiro2010b,
  title = {{QMAS:} Querying, Mining And Summarization of Multi-modal Databases},
  author = {Cordeiro, Robson Leonardo Ferreira and Guo, Fan and Haverkamp, Donna S. and Horne, James H. and Hughes, Ellen K. and Kim, Gunhee and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Faloutsos, Christos},
  booktitle = {10th IEEE International Conference on Data Mining},
  year = {2010},
  address = {Sydney, NSW , Australia},
  editor = {Zhang, Chengqi and Gunopulos, Dimitrios and Webb, Geoff and Liu, Bing},
  pages = {785 - 790},
  publisher = {IEEE Computer Society}
}
@inproceedings{Cordeiro2010a,
  title = {Finding Clusters in Subspaces of Very Large, Multi-dimensional Datasets},
  author = {Cordeiro, Robson Leonardo Ferreira and Traina, Agma Juci Machado and Faloutsos, Christos and Traina, Caetano, Jr.},
  booktitle = {26th IEEE International Conference on Data Engineering (ICDE 2010)},
  year = {2010},
  address = {Long Beach, California},
  editor = {Dayal, Umeshwar and Tsotras, Vassilis J.},
  pages = {625-636},
  publisher = {IEEE Computer Society}
}
@article{Cordeiro2012TKDE,
  title = {Halite: Fast and Scalable Multi-Resolution Local-Correlation Clustering},
  author = {Cordeiro, Robson Leonardo Ferreira and Traina, Agma Juci Machado and Faloutsos, Christos and Traina, Caetano, Jr.},
  journal = {IEEE Transactions on Knowledge and Data Engineering (TKDE)},
  year = {2013},
  number = {2},
  pages = {387-401},
  volume = {25}
}
@inproceedings{CordeiroKDD2011,
  title = {Clustering Very Large Multi-dimensional Datasets with {MapReduce}},
  author = {Cordeiro, Robson Leonardo Ferreira and Traina, Agma Juci Machado and Traina, Caetano, Jr. and L\'opez, Julio and Kang, U and Faloutsos, Christos},
  booktitle = {ACM SIGKDD-2011 - Internl Conf. On Knoledge Discovery and Datamining},
  year = {2011},
  address = {San Diego, CA, USA},
  editor = {Apt\'e, Chidanand and Ghosh, Joydeep and Smyth, Padhraic},
  pages = {690-698},
  publisher = {ACM Press}
}
@inproceedings{Costa2012,
  title = {{An Efficient Algorithm for Fractal Analysis of Textures}},
  author = {Costa, Alceu Ferraz and Humpire-Mamani, Gabriel and Traina, Agma Juci Machado},
  booktitle = {Conference on Graphics, Patterns and Images (SIBGRAPI)},
  year = {2012},
  address = {Ouro Petro, MG, Brazil},
  pages = {39--46},
  file = {:Users/alceufc/mendeley{\_}pdfs/Conference on Graphics, Patterns and Images (SIBGRAPI)/Costa, Humpire-Mamani, Traina{\_}2012.pdf:pdf},
  keywords = {based image retrieval,content,feature extraction,fractal analysis,image classification,image processing,texture}
}
@inproceedings{Costa2011,
  title = {{Fast Fractal Stack: Fractal Analysis of Computed Tomography Scans of the Lung}},
  author = {Costa, Alceu Ferraz and Tekli, Joe and Traina, Agma Juci Machado},
  booktitle = {International ACM Workshop on Medical Multimedia Analysis and Retrieval},
  year = {2011},
  address = {Scottsdale, AZ, USA},
  pages = {13--18},
  publisher = {ACM}
}
@inproceedings{AFCosta2014SAC,
  title = {{MFS-Map:} efficient context and content combination to annotate images. SAC 2014: 945-950},
  author = {Costa, Alceu Ferraz and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {ACMSAC'2014},
  year = {2014},
  address = {Gyeongju, Republic of Korea},
  editor = {Cho, Yookun and Shin, Sung Y. and Kim, Sang-Wook and Hung, Chih-Cheng and Hong, Jiman},
  pages = {945--950},
  publisher = {ACM New York, NY, USA}
}
@inproceedings{AFCosta2015KDD,
  title = {{RSC:} Mining and Modeling Temporal Activity in Social Media},
  author = {Costa, Alceu Ferraz and Yamaguchi, Yuto and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Faloutsos, Christos},
  booktitle = {21th {ACM} {SIGKDD} International Conference on Knowledge Discovery and Data Mining},
  year = {2015},
  address = {Sydney, NSW, Australia},
  editor = {Cao, Longbing and Zhang, Chengqi and Joachims, Thorsten and Webb, Geoffrey I. and Margineantu, Dragos D. and Williams, Graham},
  pages = {269-278}
}
@inproceedings{Faloutsos2000,
  title = {Spatial Join Selectivity Using Power Laws},
  author = {Faloutsos, Christos and Seeger, Bernhard and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {ACM SIGMOD International Conference on Management of Data},
  year = {2000},
  address = {Dallas, TX},
  pages = {177-188},
  publisher = {ACM Press}
}
@inproceedings{Fasolin2013ISM,
  title = {Efficient Execution of Conjunctive Complex Queries on Big Multimedia Databases},
  author = {Fasolin, Karina and Fileto, Renato and Krugery, Marcelo and Kasterz, Daniel S. and Ferreirax, Monica R. P. and Cordeirox, Robson L. F. and Traina, Agma J. M. and Traina, Caetano},
  booktitle = {IEEE International Symposium on Multimedia - ISM 2013 },
  year = {2013},
  address = {Anaheim, CA, USA},
  pages = {536-543},
  publisher = {IEEE Computer Society}
}
@inproceedings{Fedel2006,
  title = {FastMapDB: Uma Ferramenta para Visualiza\c{c}\~ao em SGBDRs com uma implementa\c{c}\~ao interativa do algoritmo para detecção de agrupamentos k-medoid},
  author = {Fedel, Gabriel de Souza and Razente, Humberto Luís and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {3ª Sessão de Demos em Banco de Dados, junto com o 21º Simpósio Brasileiro de Bases de Dados (SBBD´06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {31-36},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Fedel2008,
  title = {Uma Ferramenta para Visualiza\c{c}\~ao em SGBDRs com uma implementa\c{c}\~ao interativa do algoritmo para detecção de agrupamentos k-medoid},
  author = {Fedel, Gabriel de Souza and Razente, Humberto Luís and Traina, Caetano, Jr. and Barioni, Maria Camila Nardini},
  booktitle = {3ª Sessão de Demos em Banco de Dados, ocorrido junto ao 23º Simpósio Brasileiro de Bases de Dados (SBBD´08)},
  year = {2008},
  address = {Campinas, SP},
  pages = {7-12},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Felipe2006c,
  title = {Comparing Images with Distance Functions based on Attribute Interaction},
  author = {Felipe, Joaquim Cezar and Azevedo-Marques, Paulo Mazzoncini de and Balan, André Guilherme Ribeiro and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {21th ACM Symposium on Applied Computing (SAC)},
  year = {2006},
  address = {Dijon, France},
  pages = {1398-1399},
  publisher = {ACM Press},
  volume = {2}
}
@inproceedings{Felipe2005b,
  title = {A Low-cost Approach for Effective Shape-based Retrieval and Classification of Medical Images},
  author = {Felipe, Joaquim Cezar and Olioti, Jonatas Bergamo and Traina, Agma Juci Machado and Ribeiro, Marcela Xavier and de Sousa, Elaine Parros Machado and Traina, Caetano, Jr.},
  booktitle = {First IEEE International Workshop on Multimedia Information Processing and Retrieval IEEE-MIPR 2005},
  year = {2005},
  address = {Irvine, CA},
  editor = {Chen, Shu-Ching and Shyu, Mei-Ling},
  pages = {8.},
  publisher = {IEEE Press}
}
@inproceedings{Felipe2006a,
  title = {Effective Shape-based Retrieval and Classification of Mammograms},
  author = {Felipe, Joaquim Cezar and Ribeiro, Marcela Xavier and Sousa, Elaine Parros Machado de and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {21th ACM Symposium on Applied Computing (SAC)},
  year = {2006},
  address = {Dijon, France},
  pages = {250-255},
  publisher = {ACM Press},
  volume = {1}
}
@inproceedings{Felipe2005a,
  title = {Global Warp Metric Distance: Boosting Content-based Image Retrieval through Histograms},
  author = {Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {IEEE International Symposium on Multimedia-ISM2005},
  year = {2005},
  address = {Irvine, CA},
  editor = {Tsai, Jeffrey J. P. and Muhlhauser, Max and Takizawa, Makoto},
  pages = {295-302},
  publisher = {IEEE Press}
}
@article{Felipe2008a,
  title = {A New Family of Distance Functions for Perceptual Similarity Retrieval of Medical Images},
  author = {Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Journal of Digital Imaging},
  year = {2008},
  number = {2},
  pages = {183-201},
  volume = {22}
}
@inproceedings{Felipe2006b,
  title = {Perceptual Distance Functions for Similarity Retrieval of Medical Images},
  author = {Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {5th Intl. Conference on Image and Video Retrieval (CIVR 2006)},
  year = {2006},
  address = {Tempe, AZ, USA},
  pages = {432-442},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Science (LNCS)},
  volume = {4071}
}
@inproceedings{Felipe2006d,
  title = {A New Similarity Measure for Histograms Applied to Content-based Retrieval of Medical Images},
  author = {Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {21th ACM Symposium on Applied Computing (SAC)},
  year = {2006},
  address = {Dijon, France},
  pages = {258-259},
  publisher = {ACM Press},
  volume = {1}
}
@inproceedings{Felipe2003,
  title = {Retrieval by Content of Medical Images Using Texture for Tissue Identification},
  author = {Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {16th IEEE Symposium on Computer-based Medical Systems},
  year = {2003},
  address = {New York},
  pages = {175-180},
  publisher = {IEEE Computer Society}
}
@inproceedings{FerrazCosta2016,
  title = {{Vote-and-Comment: Modeling the Coevolution of User Interactions in Social Voting Web Sites}},
  author = {{Ferraz Costa}, Alceu and Traina, Agma Juci Machado and {Traina Jr.}, Caetano and Faloutsos, Christos},
  booktitle = {IEEE International Conference on Data Mining (IEEE ICDM)},
  year = {2016},
  address = {Barcelona, Spain},
  pages = {91--100},
  publisher = {IEEE},
  owner = {willian},
  timestamp = {2017.03.17}
}
@inproceedings{Ferreira1996,
  title = {Controle de Compartilhamento e Acesso em GBDOO Baseado em Composição de Objetos},
  author = {Ferreira, João Eduardo and Traina, Caetano, Jr.},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1996},
  address = {S\~a Carlos-SP},
  pages = {143-157}
}
@inproceedings{Ferreira2005,
  title = {DBGen - Gerador de Dados Sintéticos com Distribuição Fractal},
  author = {Ferreira, Monica Ribeiro Porto and Bueno, Renato and Traina, Caetano, Jr.},
  booktitle = {2ª Sessão de Demos em Banco de Dados - junto ao 20 Simpósio Brasileiro de banco de Dados (SBBD'2005)},
  year = {2005},
  address = {Uberlândia, MG},
  editor = {Brayner, Ângelo and Dorneles, Carina Friedrich},
  pages = {25-30}
}
@article{Ferreira2010a,
  title = {Adding Knowledge Extracted by Association Rules into Similarity Queries},
  author = {Ferreira, M\^onica Ribeiro Porto and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Chbeir, Richard and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {3},
  pages = {391-406},
  volume = {1}
}
@article{Ferreira2011JIDM,
  title = {Algebraic Properties to Optimize {kNN} Queries},
  author = {Ferreira, M\^onica Ribeiro Porto and Santos, L\'ucio Fernandes Dutra and Traina, Agma Juci Machado and Dias, Ires and Chbeir, Richard and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2011},
  number = {3},
  pages = {385-400},
  volume = {2}
}
@inproceedings{Ferreira2010b,
  title = {Integrating User Preference to Similarity Queries over Medical Images Datasets},
  author = {Ferreira, Mônica Ribeiro Porto and da Silva, Marcelo Ponciano and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Amo, Sandra Aparecida de and Pereira, Fab\'iola S.F. and Chbeir, Richard},
  booktitle = {International Symposium on Computer-Based Medical Systems (CBMS 2010)},
  year = {2010},
  address = {Perth, Australia},
  pages = {1-6},
  publisher = {IEEE Computer Society}
}
@inproceedings{Ferreira2009a,
  title = {Identifying Algebraic Properties to Support Optimization of Unary Similarity Queries},
  author = {Ferreira, Monica Ribeiro Porto and Traina, Agma Juci Machado and Dias, Ires and Chbeir, Richard and Traina, Caetano, Jr.},
  booktitle = {The III Alberto Mendelzon International Workshop on Foundations of Data Management},
  year = {2009},
  address = {Arequipa, Peru.},
  editor = {Arenas, Marcelo and Bertossi, Leo},
  pages = {10 pags.},
  publisher = {CEUR Workshop Proceedings (http://ceur-ws.org)}
}
@inproceedings{Ferreira2007a,
  title = {An Efficient Framework for Similarity Query Optimization},
  author = {Ferreira, Monica Ribeiro Porto and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {15th ACM International Symposium on Advances in Geographic Information Systems (ACM GIS 2007)},
  year = {2007},
  address = {Seattle, Washington},
  pages = {396-39}
}
@inproceedings{Figueiredo2004,
  title = {Flexibilizando Buscas por Conteúdo em ambientes PACS},
  author = {Figueiredo, Josiel Maimoni de and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {IX Congresso Brasileiro de Informática em Saúde - CBIS´2004},
  year = {2004},
  address = {Ribeirão Preto, SP, Brazil},
  pages = {6 p. in CD-ROM}
}
@inproceedings{FigueiredoM1998,
  title = {Content-based Retrieval of Musical Scores In An Object-oriented Database System},
  author = {Figueiredo, Marisa Beck and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Third Biennial World Conference on Integrated Designs and Process Technology - IDPT - Issues and Applications of Database Technology (IADT'98),of the Society for Design and Process Science},
  year = {1998},
  address = {Berlim, Germany},
  editor = {`},
  pages = {352-359}
}
@inproceedings{Filardi2008a,
  title = {Combina\c{c}\~ao de Técnicas de Intera\c{c}\~ao Humano-Computador para Avalia\c{c}\~ao de Sistemas de Recupera\c{c}\~ao de Imagens por Conteúdo},
  author = {Filardi, Ana Lúcia and Traina, Agma Juci Machado},
  booktitle = {XIV Simpósio Brasileiro de Sistemas Multimedia e Web (WebMedia 2008)},
  year = {2008},
  address = {Vila Velha, ES.},
  pages = {170-177},
  publisher = {SBC}
}
@inproceedings{Filardi2008b,
  title = {Montando Questionários para Medir a Satisfa\c{c}\~ao do Usuário: Avalia\c{c}\~ao de Interface de um Sistema que Utiliza Técnicas de Recupera\c{c}\~ao de Imagens por Conteúdo},
  author = {Filardi, Ana Lúcia and Traina, Agma Juci Machado},
  booktitle = {VIII Simpósio Brasileiro de Fatores Humanos em Sistemas Computacionais (IHC 2008)},
  year = {2008},
  address = {Porto Alegre, RS},
  pages = {176-185}
}
@article{ref39,
  title = { A ubiquitous reflective e-portfolio architecture},
  author = {M Forte and W L Souza and R F Silva and A F Prado and J Rodrigues},
  journal = {International Journal of Medical Informatics},
  year = {2013},
  number = {11},
  pages = {1111 - 1122},
  volume = {82},
  abstract = {Background: In nurse and in medicine courses, the use of reflective portfolios as a pedagogical tool is becoming a common practice; in the last years, this practice has gradually migrated from paper-based to electronic-based portfolios. Current approaches for reflective e-portfolios, however, do not widely operate at outdoor sites, where data networks are limited or nonexistent. Considering that many of the activities related to nurse and medicine courses relate to professional practices conducted in such conditions, these network shortcomings restrict the adoption of e-portfolios.
Purpose: The present study describes the requirements specification, design, implementation, and evaluation of the Ubiquitous Reflective E-Portfolio Architecture, a solution proposed to support the development of systems based on mobile and wired access for both online and offline operation.
Methods: We have implemented a prototype named Professional Practice Module to evaluate the Ubiquitous Reflective E-Portfolio Architecture; the module was based on requirements observed during the professional practice, the paper-based portfolio in use, and related learning meetings in the Medicine Course of a Brazilian University. The evaluation of the system was carried out with a learning group of 2nd year students of the medicine course, who answered to extensive evaluation questionnaires.
Results: The prototype proved to be operational in the activities of the professional practice of the Medicine Course object of the study, including homework tasks, patient care, data sharing, and learning meetings. It also demonstrated to be versatile with respect to the availability of the computer network that, many times, was not accessible. Moreover, the students considered the module useful and easy to use, but pointed out difficulties about the keyboard and the display sizes of the netbook devices, and about their operational system. Lastly, most of the students declared preference for the electronic Professional Practice Module in internal and in group activities, and for the paper-based version while in patient attendance.
Conclusions: There is evidence that the environment where the professional practice takes place influences the usage of the e-portfolio. Mobile devices were able to adequately support students in their professional practice; however, these devices present characteristics that must be judiciously selected, otherwise, they may limit the execution of important tasks. The main shortcoming identified during the evaluation tests was about the use of the module, and of the access device, during patient attendance. For this reason, we have envisioned a new version of the Professional Practice Module that shall follow a twofold requisite: by one side, it will include all the features of the module, to be used at the university or in the students’ homes; from the other side, it will include only the features that are essential for the practice of patient attendance.},
  doi = {10.1016/j.ijmedinf.2013.06.005},
  keywords = {Electronic Portfolio, Ubiquitous Computing, Architecture, Evaluation, User Perception, Netbook},
  pubmed = {23850148},
  url = {www.icmc.usp.br/~junio/PublishedPapers/Forte-et_al_IJMI-2013.pdf},
  urllink = {http://www.ncbi.nlm.nih.gov/pubmed/23850148}
}
@inproceedings{Gazeta1996,
  title = {Representa\c{c}\~ao de Estruturas para Atributos Multivalorados em uma base de Dados Orientada a Objetos},
  author = {Gazeta, Wanderlei and Traina, Caetano, Jr.},
  booktitle = {Anais das 25º Jornadas Argentinas de Informática e Investigacion Operativa},
  year = {1996},
  address = {Buenos Aires-Argentina},
  pages = {205-216}
}
@inproceedings{ref50,
  title = {Multimodal graph-based analysis over the DBLP repository: critical discoveries and hypotheses},
  author = {Gabriel Gimenes and Hugo Gualdron and Mario Gazziro and Jose Rodrigues},
  booktitle = {Proceedings of the ACM Symposium on Applied Computing},
  year = {2015},
  editor = {A C M Press},
  pages = {1129-1135},
  publisher = {ACM Press},
  doi = {10.1145/2695664.2695699},
  keywords = {graph analysis, DBLP, multimodal analysis},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Gimenes_et_al-ACM2015.pdf},
  urllink = {http://dl.acm.org/citation.cfm?doid=2695664.2695699}
}
@mastersthesis{ref53,
  title = {Advanced techniques for graph analysis: a multimodal approach over planetary-scale data},
  author = {Gabriel Gimenes and Jose Rodrigues},
  school = {University of Sao Paulo},
  year = {2015},
  keywords = {graphs, data analysis, data bases, asynchronous parallel processing},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Gimenes_dissertation2015.pdf},
  urllink = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-26062015-105026/}
}
@inproceedings{gimenes2014supervised,
  title = {Supervised-learning link recommendation in the DBLP co-authoring network},
  author = {Gimenes, Gabriel P and Gualdron, Hugo and Raddo, Thiago R and Rodrigues, Jose F},
  booktitle = {Pervasive Computing and Communications Workshops (PERCOM Workshops), 2014 IEEE International Conference on},
  year = {2014},
  organization = {IEEE},
  pages = {563-569},
  publisher = {IEEE Press},
  abstract = {Currently, link recommendation has gained more attention as networked data becomes abundant in several scenarios. However, existing methods for this task have failed in considering solely the structure of dynamic networks for improved performance and accuracy. Hence, in this work, we present a methodology based on the use of multiple topological metrics in order to achieve prospective link recommendations considering time constraints. The combination of such metrics is used as input to binary classification algorithms that state whether two pairs of authors will/should define a link. We experimented with five algorithms, what allowed us to reach high rates of accuracy and to evaluate the different classification paradigms. Our results also demonstrated that time parameters and the activity profile of the authors can significantly influence the recommendation. In the context of DBLP, this research is strategic as it may assist on identifying potential partners, research groups with similar themes, research competition (absence of obvious links), and related work.},
  doi = {10.1109/PerComW.2014.6815268},
  keywords = {link recommendation, dblp, supervised learning, classification},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Gimenes_et_al_IEEE-PerCom-SCI2014.pdf},
  urllink = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6815268&punumber%3D6805350%26sortType%3Dasc_p_Sequence%26filter%3DAND%28p_IS_Number%3A6815123%29%26pageNumber%3D6}
}
@inproceedings{ref55,
  title = {StructMatrix: Large-scale visualization of graphs by means of structure detection and dense matrices},
  author = {Hugo Gualdron and Robson Cordeiro and Jose Rodrigues},
  booktitle = {The Fifth IEEE ICDM Workshop on Data Mining in Networks},
  year = {2015},
  pages = {493-500},
  publisher = {IEEE},
  abstract = {Given a large-scale graph with millions of nodes and edges, how to reveal macro patterns of interest, like cliques, bi-partite cores, stars, and chains? Furthermore, how to visualize such patterns altogether getting insights from the graph to support wise decision-making? Although there are many algorithmic and visual techniques to analyze graphs, none of the existing approaches is able to present the structural information of graphs at large scale. Hence, this paper describes {\StructMatrix}, a methodology aimed at high scalable visual inspection of graph structures with the goal of revealing macro patterns of interest. StructMatrix combines algorithmic structure detection and adjacency matrix visualization to present cardinality, distribution, and relationship features of the structures found in a given graph. We performed experiments in real, large-scale graphs with up to millions of nodes and over 7 million edges. StructMatrix revealed that graphs of high relevance (e.g., Web, Wikipedia and DBLP) have characterizations that reflect the nature of their corresponding domains; our findings have not been seen in the literature so far. We expect that our technique will bring deeper insights into large graph mining, leveraging their use for decision making.},
  doi = {http://dx.doi.org/10.1109/ICDMW.2015.205},
  keywords = {large graph visualization, graph analysis},
  url = {www.icmc.usp.br/pessoas/junio/PublishedPapers/Gualdron_et_alICDM-Damnet2015.pdf},
  urllink = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7395709&newsearch=true&queryText=structmatrix}
}
@mastersthesis{ref59,
  title = {Block-based and structure-based techniques for large-scale graph processing and visualization},
  author = {Hugo Gualdron and Jose Rodrigues},
  school = {University of Sao Paulo},
  year = {2015},
  abstract = {Data analysis techniques can be useful in decision-making processes, when patterns of interest can indicate trends in specific domains. Such trends might support evaluation, definition of alternatives, or prediction of events. Currently, datasets have increased in size and complexity, posing challenges to modern hardware resources. In the case of large datasets that can be represented as graphs, issues of visualization and scalable processing are of current concern. Distributed frameworks are commonly used to deal with this data, but the deployment and the management of computational clusters can be complex, demanding technical and financial resources that can be prohibitive in several scenarios. Therefore, it is desirable to design efficient techniques for processing and visualization of large scale graphs that optimize hardware resources in a single computational node. In this course of action, we developed a visualization technique named StructMatrix to find interesting insights on real-life graphs. In addition, we proposed a graph processing framework M-Flash that used a novel, bimodal block processing strategy BBP to boost computation speed by minimizing I/O cost. Our results show that our visualization technique allows an efficient and interactive exploration of big graphs and our framework M-Flash significantly outperformed all state-of-the-art approaches based on secondary memory. Our contributions have been validated in peer-review events demonstrating the potential of our finding in fostering the analytical possibilities related to large-graph data domains.},
  keywords = {StructMatrix, M-Flash, large-scale graph visualization, billion-scale graph processing, bimodal block partition strategy (BBP)},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Gualdron_thesis2015.pdf}
}
@inproceedings{Guliato2010,
  title = {A New Feature Descriptor Derived From {H}ilbert Space-Filling Curve to Assist Breast Cancer Classification},
  author = {Guliato, Denise and de Oliveira, Walter Alexandre Alencar and Traina, Caetano, Jr.},
  booktitle = {International Symposium on Computer-Based Medical Systems (CBMS 2010)},
  year = {2010},
  address = {Perth, Australia},
  pages = {1-6},
  publisher = {IEEE Computer Society}
}
@inproceedings{Kaster2009,
  title = {Incorporating Metric Access Methods for Similarity Searching on {O}racle Database},
  author = {Kaster, Daniel dos Santos and Bueno, Renato and Bugatti, Pedro Henrique and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {24' Simp\'osio Brasileiro de Bases de Dados (SBBD'09), Applications and Experiences Track},
  year = {2009},
  address = {Fortaleza, CE},
  pages = {15 p.},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Kaster2011a,
  title = {{MedFMI-SiR:} A Powerful {DBMS} Solution for Large-scale Medical Image Retrieval},
  author = {Kaster, Daniel dos Santos and Bugatti, Pedro Henrique and da Silva, Marcelo Ponciano and Traina, Agma Juci Machado and Marques, Paulo Mazzoncini de Azevedo and Traina, Caetano, Jr.},
  booktitle = {2nd International Conference on Information Technology in Bio- and Medical Informatics (ITBAM 2011 )},
  year = {2011},
  address = {Toulouse, France},
  editor = {B\"ohm, Christian},
  pages = {16-30},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Science (LNCS)}
}
@article{Kaster2010,
  title = {{FMI-SiR:} A Flexible and Efficient Module for Similarity Searching on Oracle Database},
  author = {Kaster, Daniel dos Santos and Bugatti, Pedro Henrique and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {2},
  pages = {229-244},
  volume = {1}
}
@article{Kaster2011JIDM,
  title = {Nearest Neighbor Queries with Counting Aggregate-based Conditions},
  author = {Kaster, Daniel dos Santos and Oliveira, Willian Dener de and Bueno, Renato and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2011},
  number = {3},
  pages = {401-416},
  volume = {2}
}
@inproceedings{Kondo2011,
  title = {The digital library of historical cartography of the {U}niversity of {S}ao {P}aulo},
  author = {Kondo, Rogerio Toshiaki and Lirani, Maria de Lourdes Rebucci and Garcia, Anderson Canale and Kantor, Iris and Traina, Caetano, Jr.},
  booktitle = {Joint International Conference on Digital Libraries, JCDL 2011},
  year = {2011},
  address = {Ottawa, ON, Canada,},
  editor = {Newton, Glen and Wright, Michael and Cassel, Lillian N.},
  pages = {467-468},
  publisher = {ACM}
}
@article{Kondo2009,
  title = {Bibliotecas Digitais: A experi\^encia da {USP}},
  author = {Kondo, Rogerio Toshiaki and Lirani, Maria de Lourdes Rebucci and Traina, Caetano, Jr.},
  journal = {Revista USP},
  year = {2009},
  number = {1},
  pages = {62-71},
  volume = {80}
}
@inproceedings{Kondo2006,
  title = {Acelerando com Ajax a Biblioteca Digital de Teses e Dissertações da USP},
  author = {Kondo, Rogerio Toshiaki and Lirani, Maria de Lourdes Rebucci and Zani, Vinicius Augusto Tagliatti and Masiero, Paulo Cesar and Traina, Caetano, Jr.},
  booktitle = {II Workshop de Bibliotecas Digitais (WDL) junto ao 21º Simpósio Brasileiro de Banco de Dados (SBBD'06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {31-40},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Kondo2007,
  title = {Using Ajax to integrate institutional electronic theses and dissertation repository with corporate systems at University of S\~a Paulo},
  author = {Kondo, Rogerio Toshiaki and Lirani, Maria de Lourdes Rebucci and Zani, Vinicius Augusto Tagliatti and Traina, Caetano, Jr. and Masiero, Paulo Cesar and Kon, Fabio},
  booktitle = {International Symposium on Electronic Theses and Dissertations},
  year = {2007},
  address = {Uppsala, Sweden},
  pages = {5p. (in CD-ROM)}
}
@article{ref44,
  title = {Design and Evaluation Case Study: Evaluating The Kinect Device In The Task of Natural Interaction In A Visualization System},
  author = {Rafael M O Libardi and Agma J M Traina and Jose Rodrigues},
  journal = {International Journal of Human Computer Interaction (IJHCI)},
  year = {2015},
  number = {1},
  pages = {20},
  volume = {5},
  url = {www.icmc.usp.br/~junio/PublishedPapers/Libardi-et_al_IJHCI-2014.pdf},
  urllink = {http://www.cscjournals.org/journals/IJHCI/issue-manuscripts.php?v=5&i=1}
}
@inproceedings{ref36,
  title = {Graph-based Relational Data Visualization},
  author = {D Lima and J Rodrigues and A Traina},
  booktitle = {Proceedings of the 17th International Conference on Information Visualisation},
  year = {2013},
  pages = {210-219},
  publisher = {IEEE Press},
  abstract = {Relational databases are rigid-structured data sources characterized by complex relationships among a set of relations (tables). Making sense of such relationships is a challenging problem because users must consider multiple relations, understand their ensemble of integrity constraints, interpret dozens of attributes, and draw complex SQL queries for each desired data exploration. In this scenario, we introduce a twofold methodology; we use a hierarchical graph representation to efficiently model the database relationships and, on top of it, we designed a visualization technique for rapidly relational exploration. Our results demonstrate that the exploration of databases is profoundly simplified as the user is able to visually browse the data with little or no knowledge about its structure, dismissing the need of complex SQL queries. We believe our findings will bring a novel paradigm in what concerns relational data comprehension.},
  doi = {10.1109/IV.2013.28},
  keywords = {graph visualization, database analysis, relational data},
  url = {www.icmc.usp.br/~junio/PublishedPapers/Lima-et_al_IV-2013.pdf},
  urllink = {www.icmc.usp.br/~junio/PublishedPapers/Lima-et_al_IV-2013.pdf}
}
@mastersthesis{ref45,
  title = {Análise visual de dados relacionais: uma abordagem interativa suportada por teoria dos grafos},
  author = {Daniel M Lima and Jose Rodrigues},
  school = {University of Sao Paulo},
  year = {2013},
  address = {- Sao Carlos, SP, Brazil},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/DanielLima_defesa.pdf},
  urllink = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-05052014-155415/pt-br.php}
}
@inproceedings{ref37,
  title = {Hierarchical graph techniques applied to Database Visualization (Técnicas de grafos hierárquicos aplicadas a Visualização de Bancos de Dados)},
  author = {Daniel Mario de Lima and Jose Rodrigues and Agma J M Traina},
  booktitle = {Proceedings of the 10th International Conference on Information Systems and Technology Management - CONTECSI},
  year = {2013},
  pages = {1121-1139},
  abstract = {Relational databases are rigid-structured data sources characterized by complex relationships among a set of relations (tables). Making sense of such relationships is a challenging problem because users must consider multiple relations, understand their ensemble of integrity constraints, interpret dozens of attributes, and draw complex SQL queries for each desired data exploration. In this scenario, we introduce a twofold methodology; we use a hierarchical graph representation to efficiently model the database relationships and, on top of it, we designed a visualization technique for rapidly relational exploration. Our results demonstrate that the exploration of databases is profoundly simplified as the user is able to visually browse the data with little or no knowledge about its structure, dismissing the need of complex SQL queries. We believe our findings will bring a novel paradigm in what concerns relational data comprehension.},
  keywords = {relational databases, database graph, hierarchical visualization},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Lima-et_al-Contecsi2013.pdf},
  urllink = {http://www.infoteca.inf.br/contecsi/smarty/templates/arquivos_template/upload_arquivos/acervo/docs/PDFs/065.pdf}
}
@inproceedings{Machado2000,
  title = {Classification Abstraction: An Intrinsic Element in Database Systems},
  author = {Machado, Elaine Parros and Traina, Caetano, Jr. and Araújo, Myrian Renata Barros},
  booktitle = {First International Conference on Advances in Information Systems - ADVIS 2000},
  year = {2000},
  address = {Izmir, Turkey},
  editor = {Yakhno, Tatyana M.},
  pages = {57-70},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Science},
  volume = {1909}
}
@inproceedings{Mamani2012HISB,
  title = {{FSCoMS:} Feature Selection of Medical Images Based on Compactness Measure from Scatterplots},
  author = {Mamani, Gabriel Efrain Humpire and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {, 2nd Annual IEEE Healthcare Informatics, Imaging, and Systems Biology Conference (HISB 2012},
  year = {2012},
  address = { La Joia, California},
  pages = { 86-95}
}
@inproceedings{Mamani2012CBMS,
  title = {$k$-{Gabor:} A New Feature Extraction Method for Medical Images Providing Internal Analysis},
  author = {Mamani, Gabriel Efrain Humpire and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {25th IEEE International Symposium on Computer Based Medical Systems (CBMS 2012)},
  year = {2012},
  address = {Roma, Itália},
  pages = {1-6}
}
@article{Marques2002a,
  title = {Recupera\c{c}\~ao de Imagem Baseada em Conteúdo: Uso de Atributos de Textura para Caracteriza\c{c}\~ao de Microcalcificações Mamográficas},
  author = {Marques, Paulo Mazzoncini de Azevedo and Honda, Marcelo Hossamu and Rodrigues, José Antônio H. and Santos, Rildo Ribeiro dos and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Bueno, Josiane Maria},
  journal = {Revista Brasileira de Radiologia},
  year = {2002},
  number = {2},
  pages = {93-98},
  volume = {35}
}
@inproceedings{Marques2008b,
  title = {Redução da Descontinuidade Semântica através da Aplica\c{c}\~ao de Realimenta\c{c}\~ao de Relevância na Recupera\c{c}\~ao por Conteúdo de Imagens Mamográficas},
  author = {Marques, Paulo Mazzoncini de Azevedo and Rosa, Natália Abdala and Kinoshita, Sérgio Koodi and Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {21º Congresso Brasileiro De Engenharia Biomédica (CBEB2008)},
  year = {2008},
  address = {Salvador-BA},
  pages = {4 pags.}
}
@inproceedings{Marques2000a,
  title = {Image Retrieval Based on Texture Content},
  author = {Marques, Paulo Mazzoncini de Azevedo and Santos, Rildo Ribeiro dos and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Bueno, Josiane Maria},
  booktitle = {World Congress on Medical Physics and Biomedical Engineering (WC2000)},
  year = {2000},
  address = {Chicago, IL}
}
@inproceedings{Marques2000b,
  title = {Image Retrieval Based in Texture Content Aiding Breast Cancer Diagnosis},
  author = {Marques, Paulo Mazzoncini de Azevedo and Santos, Rildo Ribeiro dos and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Bueno, Josiane Maria},
  booktitle = {Fifth Intl. Workshop on Digital Mammography (IWDM-2000)},
  year = {2000},
  address = {Toronto, Canada}
}
@article{moreira2001java,
  title = {Java Speech Development Kit: A Tutorial},
  author = {D A Moreira and Jose Rodrigues},
  journal = {Linux Journal},
  year = {2001},
  month = {January},
  pages = {1-17},
  volume = {1},
  abstract = {The authors show how to get started developing voice-activated interfaces using the Speech for Java Development Kit.},
  keywords = {Java, speech recognition, speech synthesis},
  urllink = {http://www.linuxjournal.com/article/5719}
}
@inproceedings{Nunes2013WWWLSNA,
  title = {Analysis of Large Scale Climate Data: How Well Climate Change Models and Data from Real Sensor Networks Agree?},
  author = {Nunes, Santiago Augusto and Romani, Luciana Alvim S. and \'Avila, Ana Ana Maria Heuminski de and Coltri, Priscila P. and Traina, Caetano, Jr. and Cordeiro, Robson Leonardo Ferreira and de Sousa, Elaine Parros Machado and Traina, Agma Juci Machado},
  booktitle = {WWW 2013 Companion Publication, Large Scale Network Analysis (LSNA) Workshop},
  year = {2013},
  address = {Rio de Janeiro-Brazil},
  pages = {517-526},
  publisher = {ACM},
  volume = {2}
}
@article{Nunes2011JIDM,
  title = {Fractal-based Analysis to Identify Trend Changes in Multiple Climate Time Series},
  author = {Nunes, Santiago Augusto and Romani, Luciana Alvim S. and \'Avila, Ana Ana Maria Heuminski de and Traina, Caetano, Jr. and de Sousa, Elaine Parros Machado and Traina, Agma Juci Machado},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2011},
  number = {1},
  pages = {51-57},
  volume = {2}
}
@inproceedings{Nunes2010,
  title = {An\'alise baseada em Fractais para Identifica\c{c}\~ao de Mudan\c{c}as de Tend\^encias em M\'ultiplas S\'eries Clim\'aticas},
  author = {Nunes, Santiago Augusto and Romani, Luciana Alvim S. and \'Avila, Ana Ana Maria Heuminski de and Traina, Caetano, Jr. and de Sousa, Elaine Parros Machado and Traina, Agma Juci Machado},
  booktitle = {25º Simp\'osio Brasileiro de Bases de Dados (SBBD´2010) - Short Papers},
  year = {2010},
  address = {Belo Horizonte, MG},
  pages = {8 pag.},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{oliveira2016,
  title = {{On the Support of a Similarity-Enabled Relational Database Management System in Civilian Crisis Situations}},
  author = {Oliveira, Paulo H. and Fraideinberze, Antonio C. and Laverde, Natan A. and Gualdron, Hugo and Gonzaga, Andre S. and Ferreira, Lucas D. and Oliveira, Willian D. and Rodrigues-Jr., Jose F. and Cordeiro, Robson L. F. and {Traina Jr.}, Caetano and Traina, Agma J. M. and Sousa, Elaine P. M.},
  booktitle = {Proceedings of the 18th International Conference on Enterprise Information Systems},
  year = {2016},
  address = {Setubal, Portugal},
  pages = {119--126},
  publisher = {SCITEPRESS - Science and Technology Publications},
  doi = {10.5220/0005816701190126},
  isbn = {978-989-758-187-8},
  owner = {willian},
  timestamp = {2017.03.20},
  url = {http://www.scitepress.org/DigitalLibrary/Link.aspx?doi=10.5220/0005816701190126}
}
@inproceedings{oliveira2017,
  title = {{One index to dominate them all: Domain Indexes for improving queries across multiple tables}},
  author = {Oliveira, P. H. and Scabora, L. C. and Kaster, D. S. and Traina-Jr., C.},
  booktitle = {Proceedings of the 32nd Annual ACM Symposium on Applied Computing},
  year = {2017},
  address = {New York, NY, USA},
  publisher = {ACM},
  series = {SAC `17},
  doi = {10.1145/3019612.3019678},
  location = {Marrakech, Morocco},
  owner = {willian},
  timestamp = {2017.03.20},
  url = {http://dx.doi.org/10.1145/3019612.3019678}
}
@incollection{oliveira2015,
  title = {{Improving the Pruning Ability of Dynamic Metric Access Methods with Local Additional Pivots and Anticipation of Information}},
  author = {Oliveira, Paulo H. and {Traina Jr.}, Caetano and Kaster, Daniel S.},
  booktitle = {Advances in Databases and Information Systems},
  publisher = {Springer International Publishing},
  year = {2015},
  address = {Heidelberg, Germany},
  editor = {Tadeusz, Morzy and Valduriez, Patrick and Bellatreche, Ladjel},
  number = {1},
  pages = {18--31},
  series = {Lecture Notes in Computer Science},
  volume = {9282},
  abstract = {Metric Access Methods (MAMs) have been proved to allow performing similarity queries over complex data more efficiently than other access methods. They can be considered dynamic or static depending on the pivot type used in their construction. Global pivots tend to compromise the dynamicity of MAMs, as eventual pivot-related updates must be propagated through the entire structure, while local pivots allow this maintenance to occur locally. Several applications handle online complex data and, consequently, demand efficient dynamic indexes to be successful. In this context, this work presents two techniques for improving the pruning ability of dynamic MAMs: (i) using cutting local additional pivots to reduce distance calculations and (ii) anticipating information from child nodes to reduce unnecessary disk accesses. The experiments reveal significant improvements in a dynamic MAM, reducing execution time in more than 50{\%} for similarity queries posed on datasets ranging from moderate to high dimensionality and cardinality.},
  doi = {10.1007/978-3-319-23135-8_2},
  isbn = {978-3-319-23135-8},
  url = {http://link.springer.com/10.1007/978-3-319-23135-8{\_}2}
}
@inproceedings{Pan2006,
  title = {Automatic Mining of Fruit Fly Embryo Images},
  author = {Pan, Jia-Yu and Balan, André Guilherme Ribeiro and Traina, Agma Juci Machado and Faloutsos, Christos and Xing, E. P.},
  booktitle = {12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD2006)},
  year = {2006},
  address = {Philadelphia, PA},
  pages = {693-698},
  publisher = {ACM Press}
}
@inproceedings{Paterlini2005,
  title = {FastMapDB: Uma Ferramenta para Visualiza\c{c}\~ao em SGBDRs com suporte à Filtragem e Seleção Visual dos Dados},
  author = {Paterlini, Adriano Arantes and de Faria, Rodrigo Fálico Teodoro and Razente, Humberto Luís and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {2ª Sessão de Demos em Banco de Dados - junto ao 20 Simpósio Brasileiro de banco de Dados (SBBD'2005)},
  year = {2005},
  address = {Uberlândia, MG},
  editor = {Brayner, Ângelo and Dorneles, Carina Friedrich},
  pages = {1-6}
}
@article{Paterlini2011JIDM,
  title = {Using Pivots to Speed-Up $k$-Medoid Clustering},
  author = {Paterlini, Adriano Arantes and Nascimento, Mario Antonio and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2011},
  number = {2},
  pages = {221-236},
  volume = {2}
}
@inproceedings{6836069,
  title = {Integrating visual words as bunch of n-grams for effective biomedical image classification},
  author = {G. V. Pedrosa and M. M. Rahman and S. K. Antani and D. Demner-Fushman and L. R. Long and A. J. M. Traina},
  booktitle = {IEEE Winter Conference on Applications of Computer Vision},
  year = {2014},
  month = {March},
  pages = {431-436},
  doi = {10.1109/WACV.2014.6836069},
  issn = {1550-5790}
}
@inproceedings{Pedrosa:2012:RDS:2382636.2382668,
  title = {Reducing the Dimensionality of the SIFT Descriptor and Increasing Its Effectiveness and Efficiency in Image Retrieval via Bag-of-features},
  author = {Pedrosa, Glauco Vitor and Rezende, Solange Oliveira and Traina, Agma Juci Machado},
  booktitle = {Proceedings of the 18th Brazilian Symposium on Multimedia and the Web},
  year = {2012},
  pages = {139--142},
  series = {WebMedia '12},
  doi = {10.1145/2382636.2382668},
  isbn = {978-1-4503-1706-1},
  numpages = {4}
}
@inproceedings{71674552016,
  title = {Encoding Visual Attention Features for Effective Biomedical Images Retrieval},
  author = {G. V. Pedrosa and A. J. M. Traina},
  booktitle = {2016 IEEE 29th International Symposium on Computer-Based Medical Systems},
  year = {2016},
  month = {June},
  pages = {1-6}
}
@inproceedings{GPWVC,
  title = {Making an Image Worth a Thousand Visual Words. In: XI Workshop de Vis�o Computacional},
  author = {Pedrosa, Glauco V. and Traina, Agma J. M.},
  booktitle = {XI Workshop de Visao Computacional},
  year = {2015},
  pages = {1--6},
  series = {WVC}
}
@inproceedings{Pedrosa:2015:CDA:2695664.2695951,
  title = {Compact and Discriminative Approach for Encoding Spatial-relationship of Visual Words},
  author = {Pedrosa, Glauco V. and Traina, Agma J. M.},
  booktitle = {Proceedings of the 30th Annual ACM Symposium on Applied Computing},
  year = {2015},
  address = {Salamanca, Spain},
  pages = {92--95},
  publisher = {ACM},
  series = {SAC '15},
  doi = {10.1145/2695664.2695951},
  isbn = {978-1-4503-3196-8},
  location = {Salamanca, Spain},
  numpages = {4}
}
@inproceedings{6656200,
  title = {From Bag-of-Visual-Words to Bag-of-Visual-Phrases Using n-Grams},
  author = {G. V. Pedrosa and A. J. M. Traina},
  booktitle = {2013 XXVI Conference on Graphics, Patterns and Images},
  year = {2013},
  month = {Aug},
  pages = {304-311},
  issn = {1530-1834}
}
@inproceedings{Pedrosa:2015:SDB:2695664.2695838,
  title = {Shape Description Based on Bag of Salience Points},
  author = {Pedrosa, Glauco V. and Traina, Agma J. M. and Barcelos, Celia A. Z.},
  booktitle = {Proceedings of the 30th Annual ACM Symposium on Applied Computing},
  year = {2015},
  address = {, Spain},
  pages = {74--79},
  publisher = {ACM},
  series = {SAC '15},
  doi = {10.1145/2695664.2695838},
  isbn = {978-1-4503-3196-8},
  location = {Salamanca, Spain}
}
@inproceedings{6881869,
  title = {Using Sub-dictionaries for Image Representation Based on the Bag-of-Visual-Words Approach},
  author = {G. V. Pedrosa and A. J. M. Traina and C. Traina},
  booktitle = {2014 IEEE 27th International Symposium on Computer-Based Medical Systems},
  year = {2014},
  address = {New York-NY, USA},
  month = {May},
  pages = {165-168},
  publisher = {IEEE Computer Society},
  doi = {10.1109/CBMS.2014.60},
  issn = {1063-7125}
}
@article{Pierro2014JIDM,
  title = {Embedding $k$-Nearest Neighbor Queries into Relational Database Management Systems},
  author = {Pierro, Gabriel Vicente de and Ferreira, Monica Ribeiro Porto and Oliveira, Willian Dener de and Santos, Lúcio Fernandes Dutra and Traina, Agma Juci Machado and Traina Jr, Caetano},
  journal = {Journal of Information and Data Management (JIDM)},
  year = {2014},
  number = {1},
  pages = {1-14},
  volume = {5}
}
@inproceedings{Pola2013SISAP,
  title = {A New Concept of Sets to Handle Similarity in Databases: The {SimSets}},
  author = {Pola, Ives Rene Venturini and Cordeiro, Robson Leonardo Ferreira and Traina, Caetano, Jr. and Traina, Agma juci Machado},
  booktitle = {International Conference on Similarity Search and Applications (SISAP'2013)},
  year = {2013},
  address = {La Coru\~na, Spain},
  editor = {Brisaboa, Nieves and Pedreira, Oscar and Zezula, Pavel},
  pages = {30-42},
  publisher = {Springer Berlin-Heidelberg},
  volume = {8199}
}
@article{IRVPola2015InfoSyst,
  title = {Similarity sets: A new concept of sets to seamlessly handle similarity in database management systems},
  author = {Pola, Ives Rene Venturini and Cordeiro, Robson Leonardo Ferreira and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = {Inf. Sci.},
  year = {2015},
  pages = {130-148},
  volume = {52}
}
@article{IRVPola2014,
  title = {The {NOBH-tree}: Improving in-memory metric access methods by using metric hyperplanes with non-overlapping nodes},
  author = {Pola, Ives Renê Venturini and Traina Jr, Caetano and Traina, Agma Juci Machado},
  journal = {Data \& Knowledge Engineering},
  year = {2014},
  number = {Part A},
  pages = {65-88},
  volume = {94}
}
@inproceedings{Pola2009,
  title = {Easing the Dimensionality Curse by Stretching Metric Spaces},
  author = {Pola, Ives Rene Venturini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {21st International Conference on Scientific and Statistical Database Management, SSDBM 2009},
  year = {2009},
  address = {New Orleans, LA},
  editor = {Winslett, Marianne},
  pages = {417-434},
  publisher = {Springer},
  series = {Lecture Notes in Computer Science},
  volume = {5566}
}
@inproceedings{Pola2006,
  title = {Distance Functions Association for Content-Based Image Retrieval using Multiple Comparison Criteria},
  author = {Pola, Ives Rene Venturini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {19th IEEE Intl Symposium on Computer-Based Medical Systems (CBMS 2006)},
  year = {2006},
  address = {Salt Lake City, Utah, USA.},
  pages = {899-904},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{IRVPola2015Sisap,
  title = {Improving Metric Access Methods with Bucket Files},
  author = {Pola, Ives Rene Venturini and Traina, Agma J. M. and Traina, Caetano, Jr. and Kaster, Daniel dos Santos},
  booktitle = {{SISAP} 2015 Similarity Search and Applications - 8th International Conference},
  year = {2015},
  address = {Glasgow, UK},
  editor = {Amato, Giuseppe and Connor, Richard C. H. and Falchi, Fabrizio and Gennaro, Claudio},
  pages = {65-76},
  publisher = {Springer},
  series = {Lecture Notes in Computer Science},
  volume = {9371}
}
@inproceedings{Pola2007,
  title = {The MM-tree: A Memory-Based Metric Tree without Overlap Between Nodes},
  author = {Pola, Ives Rene Venturini and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {11th East-European Conference on Advances in Databases and Information Systems (ADBIS´07)},
  year = {2007},
  address = {Varna, Bulgaria},
  editor = {Ioannidis, Yannis E. and Novikov, Boris and Rachev, Boris},
  pages = {157-171},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Sciences},
  volume = {4690/2007}
}
@mastersthesis{ref52,
  title = {Análise de Dados Multi-relacional Suportada por Técnicas de Pré-processamento de texto e Decomposição por Valor Singular},
  author = {Rosa Virginia Encinas Quille and Jose Rodrigues},
  school = {University of Sao Paulo},
  year = {2014},
  address = {- Sao Carlos, SP, Brazil},
  url = {www.icmc.usp.br/pessoas/junio/PublishedPapers/Quille_dissertation2014.pdf}
}
@inproceedings{RVEQuille2014SAC,
  title = {Spectral analysis and text processing over the computer science literature: patterns and discoveries},
  author = {Quille, Rosa V. E. and Traina, Caetano, Jr. and Rodrigues, José Fernando, Jr.},
  booktitle = {ACMSAC'2014},
  year = {2014},
  address = {Gyeongju, Republic of Korea},
  pages = {653-657},
  publisher = {ACM}
}
@inproceedings{ramos2015wvc,
  title = {Automatic counting and measuring fish oocytes from microscopic images},
  author = {Jonathan S. Ramos and Agma J. M. Traina and Carolina Y. V. Watanabe and Diogo Hungria and Talles Cola\c co-Fernandes and Carolina R. C. Doria},
  booktitle = {XI Workshop de Visa\~ o Computacional},
  year = {2015},
  pages = {38-43},
  isbn = {978-85-8023-032-1}
}
@inproceedings{Ramos2016,
  title = {FOMP: A Novel Preprocessing Technique to Speed-Up the Outlier Removal from Matched Points},
  author = {J. S. Ramos and C. Y. V. Watanabey and A. J. M. Traina},
  booktitle = {2016 29th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI)},
  year = {2016},
  month = {Oct},
  pages = {225-232},
  doi = {10.1109/SIBGRAPI.2016.039},
  owner = {willian},
  timestamp = {2017.03.13}
}
@inproceedings{Razente2008b,
  title = {A Novel Optimization Approach to Efficiently Process Aggregate Similarity Queries in MAM},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Faloutsos, Christos and Traina, Caetano, Jr.},
  booktitle = {ACM 17th International Conference on Information and Knowledge Management (CIKM 08)},
  year = {2008},
  address = {Napa Valley, CA},
  editor = {Shanahan, James G. and Amer-Yahia, Sihem and Manolescu, Ioana and Zhang, Yi and Evans, David A. and Kolcz, Aleksander and Choi, Key-Sun and Chowdhury, Abdur},
  pages = {193-202},
  publisher = {ACM Press}
}
@inproceedings{Razente2006b,
  title = {Recupera\c{c}\~ao de Imagens Médicas por Conteúdo em um Sistema de Gerenciamento de Banco de Dados de Código Livre},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Traina, Agma Juci Machado},
  booktitle = {X Congresso Brasileiro de Informática em Saúde (CBIS'06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {6p. in CD-ROM},
  volume = {1}
}
@inproceedings{Razente2008a,
  title = {Aggregate Similarity Queries in Relevance Feedback Methods for Content-based Image Retrieval},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {23rd Annual ACM Symposium on Applied Computing (SAC2008)},
  year = {2008},
  address = {Fortaleza, Ceará - Brazil},
  pages = {869-874},
  publisher = {ACM Press}
}
@inproceedings{Razente2007a,
  title = {Constrained Aggregate Similarity Queries in Metric Spaces},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {22º Simpósio Brasileiro de Bases de Dados (SBBD´07)},
  year = {2007},
  address = {João Pessoa, PB},
  pages = {143-159},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Razente2007b,
  title = {Consultas por Similaridade Agregada em Métodos de Realimenta\c{c}\~ao de Relevância para Consultas por Conteúdo de Imagens},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Sessão de Pôsteres do 22º Simpósio Brasileiro de Bases de Dados (SBBD 2007)},
  year = {2007},
  address = {João Pessoa, PB},
  pages = {3-6}
}
@inproceedings{Razente2006a,
  title = {Visually mining trends on multidimensional time-evolving data},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {II Workshop em Algoritmos e Aplicações de Minera\c{c}\~ao de Dados (II WAAMD) junto ao 21º Simpósio Brasileiro de Banco de Dados (SBBD'06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {73-80},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Razente2011c,
  title = {{DivDB:} Incluindo Diversidade em Consultas por Similaridade},
  author = {Razente, Humberto Luís and Barioni, Maria Camila Nardini and Vieira, Marcos Rodrigues and Srivastava, Divesh and Hadjieleftheriou, Marios and Tsotras, Vassilis J. and Traina, Caetano, Jr.},
  booktitle = {VIII Sessão de Demos do Simpósio Brasileiro de Banco de Dados},
  year = {2011},
  address = {Florianópolis, SC},
  editor = {Traina, Agma Juci Machado and Rodrigues Jr., José Fernando},
  pages = {55-60},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Razente2004b,
  title = {Visual Analysis of Feature Selection for Data Mining Processes},
  author = {Razente, Humberto Luíz and Chino, F\'abio Jun Takada and Barioni, Maria Camila Nardini and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Simp\'osio Brasileiro de Banco de Dados},
  year = {2004},
  address = {Brasília, DF},
  editor = {Lifschitz, Sérgio},
  pages = {163-177},
  publisher = {SBC},
  volume = {1}
}
@incollection{Ribeiro2009a,
  title = {Mining Statistical Association Rules to Select the Most Relevant Medical Image Features},
  author = {Ribeiro, Marcela Xavier and Balan, André Guilherme Ribeiro and Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Mining Complex Data},
  publisher = {Springer Berlin / Heidelberg},
  year = {2009},
  address = {Berlin / Heidelberg},
  editor = {Zighed, Djamel A. and Tsumoto, Shusaku and Ras, Zbigniew W. and Hacid, Hakim},
  pages = {113-131},
  series = {Studies in Computational Intelligence},
  volume = {165/2009}
}
@inproceedings{Ribeiro2005,
  title = {Mining Statistical Association Rules to Select the Most Relevant Medical Image Features},
  author = {Ribeiro, Marcela Xavier and Balan, André Guilherme Ribeiro and Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {First International Workshop on Mining Complex Data, in conjunction with ICDM'05},
  year = {2005},
  address = {Houston, TX},
  pages = {91-98},
  publisher = {IEEE Computer Society}
}
@inproceedings{Ribeiro2007b,
  title = {Enhancing Medical Image Retrieval with Association Rules},
  author = {Ribeiro, Marcela Xavier and Balan, André Guilherme Ribeiro and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Workshop on Content-based Image Retrieval for Biomedical Image Archives: achievements, problems and prospects,co-located with the 10th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2007)},
  year = {2007},
  address = {Brisbane, Australia},
  pages = {11-20}
}
@article{Ribeiro2009b,
  title = {Supporting Content-Based Image Retrieval and Computer-Aided Diagnosis systems with Association Rule-Based Techniques},
  author = {Ribeiro, Marcela Xavier and Bugatti, Pedro Henrique and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo and Rosa, Natália Abdala},
  journal = {Data and Knowledge Engineering},
  year = {2009},
  number = {12},
  pages = {1370-1382},
  volume = {68 - Special issue on Knowledge Discovery in Medicine}
}
@inproceedings{Ribeiro2008e,
  title = {Data Pre-processing: A New algorithm for Feature Selection and Data Discretization},
  author = {Ribeiro, Marcela Xavier and Ferreira, Monica Ribeiro Porto and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Fifth International Conference on Soft Computing as Transdisciplinary Science and Technology (ACM/IEEE CSTST 2008)},
  year = {2008},
  address = {Cergy-Pontoise/Paris-France},
  pages = {252-257}
}
@inproceedings{Ribeiro2006a,
  title = {Statistical Association Rules and Relevance Feedback: Powerful Allies to Improve the Retrieval of Medical Images},
  author = {Ribeiro, Marcela Xavier and Marques, Joselene and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {19th IEEE Intl Symposium on Computer-Based Medical Systems (CBMS 2006)},
  year = {2006},
  address = {Salt Lake City, Utah, USA.},
  pages = {887-892},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{Ribeiro2006c,
  title = {Combatendo os Pesadelos da Busca Por Conteúdo em Imagens Médicas},
  author = {Ribeiro, Marcela Xavier and Marques, Joselene and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {X Congresso Brasileiro de Informática em Saúde (CBIS'06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {6p. in CD-ROM},
  volume = {1}
}
@inproceedings{Ribeiro2006b,
  title = {Apoiando a Busca por Conteúdo em Imagens Médicas através da Minera\c{c}\~ao de Regras de Associa\c{c}\~ao Estatísticas},
  author = {Ribeiro, Marcela Xavier and Silva, Carolina Yukari Veludo Watanabe and Balan, André Guilherme Ribeiro and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {II Workshop em Algoritmos e Aplicações de Minera\c{c}\~ao de Dados (II WAAMD) junto ao 21º Simpósio Brasileiro de Banco de Dados (SBBD'06)},
  year = {2006},
  address = {Florianópolis, SC},
  pages = {17-26},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Ribeiro2007a,
  title = {SuGAR: Association-Rules based Framework to Support Diagnosis of Abnormalities in Mammograms},
  author = {Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Balan, André Guilherme Ribeiro and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {20th IEEE Intl Symposium on Computer-Based Medical Systems (CBMS 2007)},
  year = {2007},
  address = {Maribor, Slovenia},
  pages = {47-52},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{Ribeiro2008a,
  title = {A new Algorithm for Data Discretization and Feature Selection},
  author = {Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {23rd Annual ACM Symposium on Applied Computing (SAC2008)},
  year = {2008},
  address = {Fortaleza, Ceará - Brazil},
  pages = {953,954},
  publisher = {ACM Press}
}
@article{Ribeiro2008b,
  title = {An Efficient Association Rule-based Method to Support Medical Image Diagnosis},
  author = {Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Marques, Paulo Mazzoncini de Azevedo},
  journal = {IEEE Transactions on Multimedia},
  year = {2008},
  number = {2},
  pages = {277 - 285},
  volume = {10}
}
@inproceedings{Ribeiro2008d,
  title = {How to Improve Medical Image Diagnosis through Association Rules: The IDEA Method},
  author = {Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Rosa, Natália Abdala and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {21th IEEE Intl. Symposium on Computer-Based Medical Systems (CBMS 2008)},
  year = {2008},
  address = {Jyväskylä, Finland},
  pages = {266-271},
  publisher = {IEEE Computer Society}
}
@inproceedings{Ricotta2008,
  title = {Pagina\c{c}\~ao de Resultados em Consultas por Abrangência},
  author = {Ricotta, Fábio C.M. and Seraphim, Thatyana F. Piola and Seraphim, Enzo and Moreira, Edmilson M. and Traina, Caetano, Jr.},
  booktitle = {23º Simpósio Brasileiro de Bases de Dados (SBBD´08), Research Track},
  year = {2008},
  address = {Campinas, SP},
  pages = {1-15},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{RodriguesJr2008b,
  title = {The Visual Expression Process: Bridging Vision and Data Visualization},
  author = {Rodrigues Jr., José Fernando and Balan, André Guilherme Ribeiro and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {9th International Symposium on Smart Graphics (SG 2008)},
  year = {2008},
  address = {Rennes, France},
  pages = {207-215},
  publisher = {Springer Berlin / Heidelberg},
  volume = {5166/2008}
}
@inproceedings{RodriguesJr2003a,
  title = {Using Efficient Visual Exploration Techniques to Evaluate Features for Content-based Image Retrieval},
  author = {Rodrigues Jr., Jos\'e Fernando and Casta\~n\'on, C\'esar Armando Beltr\'an and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {16th Simp\'osio Brasileiro de Computa\c{c}\~ao Gr\'afica e Processamento de Imagens (SIBGRAPI'03)},
  year = {2003},
  address = {S\~ao Carlos - SP},
  editor = {Oliveira, Maria Cristina Ferreira de and Jr., Roberto Marcondes Cesar},
  pages = {183-190},
  publisher = {IEEE CS},
  volume = {1}
}
@article{RodriguesJr2013-TKDE,
  title = {Large Graph Analysis in the {GMine} System},
  author = {Rodrigues Jr., José Fernando and Tong, Hanghang and Pan, Jia-Yu and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Faloutsos, Christos},
  journal = {IEEE Transactions on Knowledge and Data Engineering (TKDE)},
  year = {2013},
  number = {1},
  pages = {106-118},
  volume = {25}
}
@article{RodriguesJr2007b,
  title = {Large Graph Visualization with GMine},
  author = {Rodrigues Jr., José Fernando and Tong, Hanghang and Traina, Agma Juci Machado and Faloutsos, Christos},
  journal = {Transactions on Applied Perception Journal},
  year = {2007},
  pages = {(to be published)}
}
@inproceedings{RodriguesJr2006a,
  title = {GMine: A System for Scalable, Interactive Graph Visualization and Mining},
  author = {Rodrigues Jr., José Fernando and Tong, Hanghang and Traina, Agma Juci Machado and Faloutsos, Christos and Leskovec, Jure},
  booktitle = {Demo section of the 32nd Intl Conference on Very Large Data Bases (VLDB 06)},
  year = {2006},
  address = {Seoul, South Korea},
  editor = {Dayal, Umeshwar and Whang, Kyu-Young and Lomet, David B. and Alonso, Gustavo and Lohman, Guy M. and Kersten, Martin L. and Cha, Sang Kyun and Kim, Young-Kuk},
  pages = {1195-1198},
  publisher = {ACM Press}
}
@inproceedings{RodriguesJr2006b,
  title = {Supergraph Visualization},
  author = {Rodrigues Jr., José Fernando and Traina, Agma Juci Machado and Faloutsos, Christos and Traina, Caetano, Jr.},
  booktitle = {IEEE International Symposium on Multimedia (ISM2006)},
  year = {2006},
  address = {San Diego - CA},
  pages = {227-234},
  publisher = {IEEE Computer Society}
}
@article{RodriguesJr2007a,
  title = {The Spatial/Perceptual Design Space: a new comprehension for Data Visualization},
  author = {Rodrigues Jr., José Fernando and Traina, Agma Juci Machado and Oliveira, Maria Cristina Ferreira de and Traina, Caetano, Jr.},
  journal = {Information Visualization Journal},
  year = {2007},
  number = {4},
  pages = {261-279},
  volume = {6}
}
@inproceedings{RodriguesJr2005,
  title = {Visualization Tree, Multiple Linked Analytical Decisions},
  author = {Rodrigues Jr., José Fernando and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {5th International Symposium on Smart Graphics, SG 2005},
  year = {2005},
  address = {Frauenwörth Cloister, Germany},
  editor = {Butz, Andreas and Fisher, Brian and Krüger, Antonio and Olivier, Patrick},
  pages = {65 - 76},
  publisher = {Springer-Verlag Press},
  series = {Lecture Notes in Computer Science},
  volume = {3638}
}
@incollection{RodriguesJr2008a,
  title = {Mining Frequent Patterns for Visual Interpretation in a Multi-view Environment},
  author = {Rodrigues Jr., José Fernando and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Visual Data Mining: Theory, Techniques and Tools},
  publisher = {Springer-Verlag Press},
  year = {2008},
  address = {Heidelberg, Germany},
  editor = {Simoff, Simeon J. and B\"ohlen, Michael H. and Mazeika, A.},
  pages = {50-69},
  series = {LNCS State of the Art Surveys},
  volume = {4404}
}
@inproceedings{Traina2005c,
  title = {Enhanced Visual Evaluation of Feature Extractors for Image Mining},
  author = {Rodrigues Jr., José Fernando and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {The 3rd ACS/IEEE Intl. Conference on Computer Systems and Applications - AICCSA},
  year = {2005},
  address = {Cairo, Egypt},
  pages = {8 pags},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{RodriguesJr2006c,
  title = {Reviewing Data Visualization: an Analytical Taxonomical Study},
  author = {Rodrigues Jr., José Fernando and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Oliveira, Maria Cristina Ferreira de},
  booktitle = {10th International Conference on Information Visualization (IV06)},
  year = {2006},
  address = {London, England},
  pages = {713-720},
  publisher = {IEEE Computer Society}
}
@article{rodrigues2010inovação,
  title = {Inovação: da Academia à Sociedade},
  author = {Jose Rodrigues and A Alvaro},
  journal = {SBC Horizontes},
  year = {2010},
  pages = {23-27},
  volume = {3},
  publisher = {SBC},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/RodriguesAlvaro_SBC2010.pdf},
  urllink = {http://horizontes.sbc.org.br/doku.php?id=v03n01:29}
}
@article{rodriguessurvey,
  title = {A Survey on Distributed Visualization Techniques over Clusters of Personal Computers},
  author = {Jose Rodrigues and A Balan and L Zaina and A Traina},
  journal = {INFOCOMP Journal of Computer Science, ISSN: 1807-4545},
  year = {2009},
  number = {4},
  pages = {79-90},
  volume = {8},
  abstract = {In the last years, Distributed Visualization over Personal Computer (PC) clusters has become important for research and industrial communities. They have made large-scale visualizations practical and more accessible. In this work we survey Distributed Visualization techniques aiming at compiling last decade’s literature on the use of PC clusters as suitable alternatives to high-end workstations. We review the topic by defining basic concepts, enumerating system requirements and implementation challenges, and presenting up-to-date methodologies. Our work fulfills the needs of newcomers and seasoned professionals as an introductory compilation at the same time that it can help experienced personnel by organizing ideas.},
  keywords = {Distributed visualization, scientific visualization, computer graphics, distributed computing},
  publisher = {Citeseer},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/RodriguesEtAl-Infocomp2009.pdf}
}
@inproceedings{rodriguesgmine,
  title = {GMine: interactive browsing of large graphs},
  author = {Jose Rodrigues and C C M Carelo and A J M Traina and C D A Ciferri and C Traina Jr},
  booktitle = {IV Workshop on Information Visualization and Analysis in Social Networks (SBBD-WIVA2008)},
  year = {2008},
  pages = {51-59},
  publisher = {Biblioteca Digital Brasileira de Computação},
  volume = {1},
  abstract = {Graphs are abstract representations that can describe a large set of real world phenomena and that, possibly, scale to the order of hundreds of thousands of nodes and millions of edges. Benefiting from such graphs can be better performed by means of visual interaction. However, in the domain of large graphs, excessive processing and limited display space bound the possibilities for visual presentation and processing. In this line, we introduce GMine, a prototype system that uses an innovative data structure, the Graph-Tree. The engineering of GMine allows for scalability over huge graphs stored on disk, an extended graph representation embracing both hierarchical and plain organization, and the interactive browsing of graph hierarchies.},
  journal = {IV Workshop on Information Visualization and Analysis in Social Networks},
  keywords = {viusalization, graphs, GMine, author networks},
  url = {http://www.lbd.dcc.ufmg.br:8080/colecoes/wiva/2008/006.pdf},
  urllink = {http://www.lbd.dcc.ufmg.br/bdbcomp/servlet/Trabalho?id=7600}
}
@inproceedings{ref30,
  title = {Using Efficient Visual Exploration Techniques to Evaluate Features for Content-based Image Retrieval},
  author = {Jose Rodrigues and C A B Castanon and C Traina Jr and A J M Traina},
  booktitle = {XVI Brazilian Symposium on Computer Graphics and Image Processing},
  year = {2003},
  pages = {183-190 },
  publisher = {IEEE Press},
  doi = {10.1109/SIBGRA.2003.1241007},
  keywords = {Content-based image retrieval, Precision-Recall, Information Visualization},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/RodriguesJr_et_al-Features-SIBGRAPI2003.pdf},
  urllink = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=1241007}
}
@inproceedings{ref35,
  title = {Hierarchical Visual Filtering, pragmatic and epistemic actions for database visualization},
  author = {Jose Rodrigues and Carlos E Cirilo and Luciana A M Zaina and Antonio F Prado},
  booktitle = {Proceedings of the ACM Symposium on Applied Computing},
  year = {2013},
  editor = {A C M Press},
  pages = {946-952},
  publisher = {ACM Press},
  abstract = {Visualization techniques of all sorts suffer from visual cluttering, the occlusion of visual information due to the overlap of graphical items, and from excessive complexity in analytical tasks due to multiple parallel perspectives drawn from the data at hand. To cope with these problems, we introduce Hierarchical Visual Filtering, a novel interaction principle that brings pragmatic and epistemic actions to visualization techniques. Pragmatic actions here mean that the analyst is able to visually select and filter information, determining visual configurations that reveal different perspectives of the data; epistemic actions mean that the analyst can record, annotate, and recall intermediate visualizations created over his pragmatic actions. To do so, we use a tree-like structure to keep multiple visualization workspaces linked according to the analytical decisions took by the user. Our goal is to promote an innovative systematization that can augment the potential for database visual inspection, and for visualization systems in general. It is our contention that Hierarchical Visual Filtering can inspire a novel scheme of visualization environments in which space limitations and complexity are treated by means of interactive tasks.},
  doi = {10.1145/2480362.2480545},
  keywords = {Information Visualization, Multiple Views, Visual Data Analysis, Databases, Interactive Filtering, Hierarchical Filtering},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/RodriguesJr_et_al-ACMSAC2013.pdf},
  urllink = {http://www.icmc.usp.br/~junio/VisTree/VisTree.htm}
}
@techreport{ref46,
  title = {Aleijadinho 3D: technology for the preservation and dissemination of cultural heritage},
  author = {Jose Rodrigues and Mario Gazziro and Natalia M O Goncalves and Oscar Neto and Yvan Fernandes and Anaya Gimenes and Caio Alegre and Romulo Assis},
  institution = {University of Sao Paulo},
  year = {2014},
  address = {Avenida Trabalhador São-carlense, 400 - Centro CEP: 13566-590 - São Carlos - SP},
  note = {3D mesh data available - http://aleijadinho3d.icmc.usp.br/data.html},
  number = {400},
  keywords = {Aleijadinho, 3D digitizing, art dissemination, cultural heritage preservation},
  series = {Technical Report ICMC-USP},
  url = {www.aleijadinho3d.icmc.usp.br/artigo/RodriguesJr_et_al-English.pdf},
  urllink = {http://aleijadinho3d.icmc.usp.br/data.html}
}
@inproceedings{ref41,
  title = {Aleijadinho 3D: tecnologia na difusão e preservação do patrimonio cultural},
  author = {Jose Rodrigues and Mario Gazziro and Natalia M O Goncalves and Oscar Neto and Yvan Fernandes and Anaya Gimenes and Caio Alegre and Romulo Assis},
  booktitle = {Anais do VII SIMP: Convenção do Patrimonio Imaterial: 10 anos depois [2003-2013]},
  year = {2013},
  pages = {45-52},
  publisher = {Universidade Federal de Pelotas},
  keywords = {Aleijadinho, digitalizacao 3D, difusao, preservacao do patrimonio cultural},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/RodriguesJr_et_Al-7o_Simp-2013.pdf},
  urllink = {http://aleijadinho3d.icmc.usp.br}
}
@techreport{ref47,
  title = {Estudo e Desenvolvimento de Aplicações Java com Reconhecimento e Sintese de Voz},
  author = {Jose Rodrigues and Dilvan Moreira},
  institution = {University of Sao Paulo},
  year = {2001},
  number = {138},
  series = {ICMC-USP},
  url = {http://www.icmc.usp.br/pessoas/junio/Site/Conteudo/Referencias/FAPESP/RelatorioTecnicoFapespISSN-0103-2569.pdf},
  urllink = {http://www.icmc.usp.br/pessoas/junio/Site/Conteudo/Referencias/FAPESP/Tutorial/index.htm}
}
@article{ref61,
  title = {On the convergence of nanotechnology and Big Data analysis for computer-aided diagnosis},
  author = {Jose Rodrigues and Fernando Paulovich and Maria Oliveira and Osvaldo Oliveira},
  journal = {Nanomedicine},
  year = {2016},
  number = {8},
  pages = {959-982},
  volume = {11},
  abstract = {An overview is provided of the challenges involved in building computer-aided diagnosis systems capable of precise medical diagnostics based on integration and interpretation of data from different sources and formats. The availability of massive amounts of data and computational methods associated with the Big Data paradigm has brought hope that such systems may soon be available in routine clinical practices, which is not the case today. We focus on visual and machine learning analysis of medical data acquired with varied nanotech-based techniques and on methods for Big Data infrastructure. Because diagnosis is essentially a classification task, we address the machine learning techniques with supervised and unsupervised classification, making a critical assessment of the progress already made in the medical field and the prospects for the near future. We also advocate that successful computer-aided diagnosis requires a merge of methods and concepts from nanotechnology and Big Data analysis.},
  doi = {10.2217/nnm.16.35},
  url = {http://www.futuremedicine.com/doi/abs/10.2217%2Fnnm.16.35},
  urllink = {http://www.futuremedicine.com/doi/full/10.2217/nnm.16.35}
}
@inproceedings{DBLP:conf/iv/RodriguesRTT10,
  title = {Combining Visual Analytics and Content Based Data Retrieval Technology for Efficient Data Analysis},
  author = {Jose Rodrigues and Luciana A S Romani and Agma Juci Machado Traina and Caetano Traina Jr},
  booktitle = {14th International Conference on Information Visualisation (IV)},
  year = {2010},
  pages = {61-67},
  publisher = {IEEE Press},
  doi = {10.1109/IV.2010.101},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/RodriguesJr_et_al-IV2010.pdf},
  urllink = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5571357&tag=1}
}
@inproceedings{RodriguesSBBD09,
  title = {MetricSPlat - A platform for quick development, testing and visualization of content-based retrieval techniques},
  author = {Jose Rodrigues and Luciana A S Romani and Luciana Zaina and Ricardo Ciferri},
  booktitle = {Simposio Brasileiro de Bancos de Dados - SBBD2009},
  year = {2009},
  note = {8 pages},
  pages = {1-6},
  abstract = {The development and testing of content-based data retrieval systems is a time-consuming task. Over the concept of metric space, such systems must integrate the three factors that define an indexing environment. These factors are features extraction, metric structures and distance functions, not to mention a suitable user interface. This integration deviates the work from the real focus of research, suppressing quick experimentation of ideas. In this context, we present the Metric Space Platform (MetricSPlat), a system designed for content-based retrieval enabled with plug-in features. With minimal effort, MetricSPlat substantially speeds up the experimentation of new techniques by providing a well-defined framework aided with interactive data visualization techniques.},
  keywords = {visualization, content-based data retrieval},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/RodriguesSBBD09-MetricSPlat.pdf},
  urllink = {http://www.icmc.usp.br/~junio/MetricSPlat/index.htm}
}
@phdthesis{ref31,
  title = {Design espacial-perceptivo: uma nova compreensão para representações visuais interativas},
  author = {Jose Rodrigues and Agma Traina},
  school = {University of Sao Paulo},
  year = {2007},
  address = {- Sao Carlos, SP, Brazil},
  keywords = {Computer graphics; Databases; Design Graphs; Visual data analysis; Visualization},
  url = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-04122007-114239/publico/tese.pdf},
  urllink = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-04122007-114239/pt-br.php}
}
@incollection{Rodrigues:2008:MPV:1417301.1417317,
  title = {Mining Patterns for Visual Interpretation in a Multiple Views Environment},
  author = {Jose Rodrigues and Agma J Traina and Caetano Traina Jr},
  booktitle = {Visual Data Mining: Theory, Techniques and Tools for Visual Analytics},
  publisher = {Springer},
  year = {2008},
  pages = {196-214},
  abstract = {This chapter introduces a novel systematization aiming at extending the application range of Information Visualization and Visual Data Mining. We present an innovative framework named Visualization Tree in order to integrate multiple data visualizations assisted by novel visual exploration techniques. These exploration techniques are named Frequency Plot, Relevance Plot and Representative Plot, and are integrated according the proposed Visualization Tree framework. The systematization of visualization techniques enabled by these concepts defines a Visual Data Mining environment where multiple presentation workspaces are kept together, linked according to analytical decisions taken by the user. Our emphasis is on developing an intuitive and versatile multiple-views system that helps the user to identify visual patterns while interpreting multiple data subsets. In this context, the analyst is able to draw and summarize several subsets that are inspected simultaneously each in a dedicated workspace.},
  doi = {10.1007/978-3-540-71080-6_13},
  howpublished = {http://dx.doi.org/10.1007/978-3-540-71080-6_13},
  isbn = {978-3-540-71079-0},
  keywords = {Information visualization, Frequency Plot, Multiple Views},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/RodriguesJr-BookChapter.pdf},
  urllink = {http://www.springerlink.com/content/64g16m0pq2731358/}
}
@inproceedings{rodrigues2003enhancing,
  title = {Enhancing data visualization techniques},
  author = {Jose Rodrigues and A J Traina and C Traina Jr},
  booktitle = {International Workshop on Visual Data Mining in conjunction with ICDM 2003},
  year = {2003},
  pages = {97-112},
  publisher = {Citeseer},
  volume = {1},
  abstract = {The challenge in the Information Visualization (Infovis) field is two-fold: the exploration of raw data with intuitive visualization techniques and the discover of new techniques to enhance the visualization power of well-known infovis approaches, improving the synergy between the user and the mining tools. This work pursues the second goal, presenting the use of interactive automatic analysis combined with visual presentation. To demonstrate such ideas, we present three approaches aiming to improve multivariate visualizations. The first approach, named Frequency Plot, combines frequencies of data occurrences with interactive filtering to identify clusters and trends in subsets of the database. The second approach, called Relevance Plot, corresponds to assign different shades of color to visual elements according to their relevance to a user’s specified set of data properties. The third approach makes use of basic statistical analysis presented in a visual format, to assist the analyst in discovering useful information. The three approaches were implemented in a tool enabled with refined versions of four well-known existent visualization techniques, and the results show an improvement in the usability of visualization techniques employed.},
  journal = {Third IEEE Intl. Workshop on Visual Data Mining-VDM@ ICDM03},
  keywords = {Information visualization},
  url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.153.6673&rep=rep1&type=pdf},
  urllink = {http://citeseer.uark.edu:8080/citeseerx/showciting;jsessionid=F8CE63369FF915BC5F538B7C8878AA73?cid=9920760}
}
@mastersthesis{rodrigues2011desenvolvimento,
  title = {Desenvolvimento de um framework para analise visual de informações suportando data mining},
  author = {Jose Rodrigues and Agma J M Traina},
  school = {University of Sao Paulo},
  year = {2003},
  address = {- Sao Carlos, SP, Brazil},
  publisher = {Springer-Verlag},
  url = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-26092003-122130/publico/TextoCompletoDissertacao.pdf},
  urllink = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-26092003-122130/pt-br.php}
}
@inproceedings{DBLP:conf/sibgrapi/RodriguesTT03,
  title = {Frequency Plot and Relevance Plot to Enhance Visual Data Exploration},
  author = {Jose Rodrigues and Agma J M Traina and Caetano Traina Jr},
  booktitle = { XVI Brazilian Symposium on Computer Graphics and Image Processing},
  year = {2003},
  pages = {117-124},
  publisher = {IEEE Press},
  doi = {10.1109/SIBGRA.2003.1240999},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/RodriguesJr_et_al_Frequency_Plot-SIBGRAPI2003.pdf},
  urllink = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=1240999&}
}
@article{rodrigues2011conhecendo,
  title = {Conhecendo um pouco do fenomeno de cyberbullying},
  author = {Jose Rodrigues and L A M Zaina},
  journal = {SBC Horizontes},
  year = {2011},
  number = {3},
  pages = {52-55},
  volume = {4},
  keywords = {cyberbullying},
  url = {www.icmc.usp.br/pessoas/junio/PublishedPapers/RodriguesJrZaina_SBC2011.pdf},
  urllink = {http://horizontes.sbc.org.br/doku.php?id=v04n03:52}
}
@inproceedings{Romani2009a,
  title = {Mining Climate and Remote Sensing Time Series to Discover the Most Relevant Climate Patterns},
  author = {Romani, Luciana Alvim and \'Avila, Ana Ana Maria Heuminski de and Jurandir, Zullo Jr. and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {24º Simpósio Brasileiro de Bases de Dados (SBBD´09), Applications and Experiences Track},
  year = {2009},
  address = {Fortaleza, CE},
  pages = {15 p.},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Romani2009d,
  title = {Monitoring Sugar Cane Crops through a {DTW}-based Method for Similarity Search in {NDVI} Time Series},
  author = {Romani, Luciana Alvim and Jr., Zullo and Nascimento, Cristina R. and Gon\c{c}alves, Renata R. V. and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Fifth International Workshop on the Analysis of Multi-temporal Remote Sensing Images (MultiTemp-2009)},
  year = {2009},
  address = {Mystic, Connecticut.},
  pages = {9 pp}
}
@inproceedings{Romani2009b,
  title = {Employing Fractal Dimension to Analyze Climate and Remote Sensing Data Streams},
  author = {Romani, Luciana Alvim and Sousa, Elaine Parros Machado de and Ribeiro, Marcela Xavier and Zullo Jr., Jurandir and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {First SIAM SDM Workshop on Multimedia Data Mining (MDM/SDM 2009)},
  year = {2009},
  address = {Sparks, Nevada},
  pages = {5-16},
  publisher = {SIAM},
  volume = {1}
}
@inproceedings{Romani2009e,
  title = {Aplica\c{c}\~ao de método baseado em fractais para detecção de correlações entre imagens {AVHRR-NOAA} e dados climáticos para regiões produtoras de cana-de-açúcar},
  author = {Romani, Luciana Alvim and Sousa, Elaine Parros Machado de and Traina, Caetano, Jr. and Zullo Jr., Jurandir and Traina, Agma Juci Machado},
  booktitle = {XIV Simpósio Brasileiro de Sensoriamento Remoto (SBSR 2009)},
  year = {2009},
  address = {Natal, RN},
  pages = {9 pp},
  publisher = {1}
}
@inproceedings{Romani2008,
  title = {Aplica\c{c}\~ao de Técnicas de Minera\c{c}\~ao em Dados Climáticos e de Satélite para Auxiliar no Acompanhamento das Safras de Cana-de-Açucar},
  author = {Romani, Luciana Alvim and Traina, Agma Juci Machado and Ribeiro, Marcela Xavier and Sousa, Elaine Parros Machado de and Zullo Jr., Jurandir and Traina, Caetano, Jr.},
  booktitle = {IV Workshop sobre Minera\c{c}\~ao de Dados - Algoritmos e Aplicações (WAAMD 2008), .},
  year = {2008},
  address = {Campinas, SP, Brazil},
  pages = {87-92}
}
@inproceedings{Romani2009c,
  title = {Computational framework to analyze agrometeorological, climate and remote sensing data: challenges and perspectives},
  author = {Romani, Luciana Alvim and Traina, Agma Juci Machado and Sousa, Elaine Parros Machado de and Zullo Jr., Jurandir and \'Avila, Ana Ana Maria Heuminski de and Traina, Caetano, Jr.},
  booktitle = {XXXVI Semin\'ario Integrado de Software e Hardware - SEMISH 2009 realizado junto ao XXIX SBC -Congresso da Sociedade Brasileira de Computa\c{c}\~ao},
  year = {2009},
  address = {Bento Gon\c{c}alves, RS},
  pages = {15},
  volume = {I}
}
@article{Romani2013IEEERS,
  title = {A New Time Series Mining Approach Applied to Multitemporal Remote Sensing Imagery},
  author = {Romani, Luciana Alvim S. and \'Avila, Ana Ana Maria Heuminski de and Chino, Daniel Yoshinobu Takada and Zullo Jr., Jurandir and Chbeir, Richard and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = { IEEE Transactions on Geoscience and Remote Sensing},
  year = {2013},
  number = {1},
  pages = {140-150},
  volume = {51}
}
@inproceedings{Romani2010c,
  title = {Detecting Extreme in Climate Time Series Using Data Mining Techniques},
  author = {Romani, Luciana Alvim S. and \'Avila, Ana Ana Maria Heuminski de and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {III Simpósio Internacional de Climatologia},
  year = {2010},
  address = {Canela, RS - Brazil},
  pages = {6 pags.}
}
@article{Romani2010,
  title = {Mining Relevant and Extreme Patterns on Climate Time Series with {CLIPSMiner}},
  author = {Romani, Luciana Alvim S. and \'Avila, Ana Maria Heuminski de and Amaral, Bruno F. and Zullo Jr., Jurandir and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {2},
  pages = {245-260},
  volume = {1}
}
@inproceedings{Romani2013IHC,
  title = {Involving users in the gestural language definition process for the {NInA} framework},
  author = {Romani, Luciana A. S. and Chino, Daniel Yoshinobu Takada and Avalhais, Letricia P. S. and Oliveira, Willian Dener de and Gon\c{c}alves, Renata Ribeiro do Valle and Traina Jr, Caetano and Traina, Agma Juci Machado},
  booktitle = {12th Brazilian Symposium on Human Factors in Computing Systems },
  year = {2013},
  address = {Manaus-AM, Brazil},
  pages = {280-283},
  publisher = {Brazilian Computer Society}
}
@inproceedings{Romani2011a,
  title = {Clustering analysis applied to {NDVI/NOAA} multitemporal images to improve the monitoring process of sugarcane crops},
  author = {Romani, Luciana Alvim S. and Gon\c{c}alves, Renata R. V. and Amaral, Bruno F. and Chino, Daniel Yoshinobu Takada and Zullo Jr., Jurandir and Traina, Caetano, Jr. and de Sousa, Elaine Parros Machado and Traina, Agma Juci Machado},
  booktitle = {Sixth International Workshop on the Analysis of Multi-temporal Remote Sensing Images (MultiTemp-2011)},
  year = {2011},
  address = {Trento, Italy},
  pages = {1-4}
}
@inproceedings{Romani2012,
  title = {Challenges for Users and Designers in the Design Process of a Satellite Images Handling System},
  author = {Romani, Luciana A. S. and Gon\c{c}alves, Renata R. V. and Chino, Daniel Y. T. and Traina, Agma J. M.},
  booktitle = {Companion Proceedings of the 11th Brazilian Symposium on Human Factors in Computing Systems},
  year = {2012},
  address = {Porto Alegre, Brazil, Brazil},
  pages = {13--16},
  publisher = {Brazilian Computer Society},
  series = {IHC '12},
  acmid = {2400082},
  isbn = {978-85-7669-262-1},
  keywords = {participatory design, remote sensing applications, user centered design, user experiences},
  location = {Cuiaba, Brazil},
  numpages = {4},
  url = {http://dl.acm.org/citation.cfm?id=2400076.2400082}
}
@incollection{Romani2010BCh,
  title = {Mining Climate and Remote Sensing Time Series to Improve Monitoring of Sugar Cane Fields},
  author = {Romani, Luciana Alvim S. and de Sousa, Elaine Parros Machado and Ribeiro, Marcela Xavier and \'Avila, Ana Ana Maria Heuminski de and Zullo Jr., Jurandir and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Computational Methods Applied to Agricultural Research: Advances and Applications},
  publisher = {Springer Verlag},
  year = {2010},
  editor = {do Prado, Hércules Antonio and Luiz, Alfredo Jos\'e Barreto and Chaib Filho, Homero}
}
@inproceedings{romanicomputational,
  title = {Computational framework to analyze agrometeorological, climate and remote sensing data: challenges and perspectives},
  author = {L A S Romani and A J M Traina and E P M de Sousa and J Zullo Jr and A M H Avila and Jose Rodrigues and C Traina Jr},
  booktitle = {Anais do XXXVI Seminário Integrado de Software e Hardware da SBC},
  year = {2009},
  editor = {Sociedade Brasileira de Computacao},
  pages = {323-337},
  volume = {1},
  abstract = {In the past few years, improvements in the data acquisition technology have decreased the time interval of data gathering. Consequently, institutions have stored huge amounts of data such as climate time series and remote sensing images. Computational models to filter, transform, merge and analyze data from many different areas are complex and challenging. The complexity increases even more when combining several knowledge domains. Examples are research in climatic changes, biofuel production and environmental problems. A possible solution to the problem is the association of several computational techniques. Accordingly, this paper presents a framework to analyze, monitor and visualize climate and remote sensing data by employing methods based on fractal theory, data mining and visualization techniques. Initial experiments showed that the information and knowledge discovered from this framework can be employed to monitor sugar cane crops, helping agricultural entrepreneurs to make decisions in order to become more productive. Sugar cane is the main source to ethanol production in Brazil, and has a strategic importance for the country economy and to guarantee the Brazilian self-sufficiency in this important, renewable source of energy.},
  journal = {XXXVI SBC Seminário Integrado de Software e Hardware},
  keywords = {agrometeorology, data analysis},
  url = {http://www.alice.cnptia.embrapa.br/bitstream/doc/256494/1/ROMANI2009.pdf},
  urllink = {http://www.alice.cnptia.embrapa.br/handle/doc/256494}
}
@inproceedings{Romani2010a,
  title = {{CLEARMiner:} A New Algorithm for Mining Association Patterns on Heterogenous Time Series from Climate Data},
  author = {Romani, Luciana Alvim S. and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Chbeir, Richard and \'Avila, Ana Ana Maria Heuminski de and Zullo Jr., Jurandir},
  booktitle = {25th ACM Symposium on Applied Computing (SAC 2010)},
  year = {2010},
  address = {Sierre - Suiça},
  pages = {1-6},
  publisher = {ACM Press}
}
@inproceedings{Romani2010b,
  title = {New {DTW}-based method to similarity search in sugar cane regions represented by climate and remote sensing time series},
  author = {Romani, Luciana Alvim S. and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Chbeir, Richard and \'Avila, Ana Ana Maria Heuminski de and Zullo Jr., Jurandir},
  booktitle = {10th IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2010), pp. 4 pags, 25-30 de julho de 2010, Honolulu, USA},
  year = {2010},
  address = {Honolulu, USA},
  pages = {25-30}
}
@article{Romero2007a,
  title = {Investigating the potential of ART Neural Network Models for Indexing and Information Retrieval},
  author = {Romero, Roseli A. Francelin and Vicentini, José Flávio and Oliveira, Patrícia R. and Traina, Agma Juci Machado},
  journal = {International Journal of Intelligent Systems},
  year = {2007},
  number = {4},
  pages = {219-336},
  volume = {22}
}
@inproceedings{Rosa2008,
  title = {Using Relevance Feedback to Reduce the Semantic Gap in Content-based Image Retrieval of Mammographic Masses},
  author = {Rosa, Natália Abdala and Felipe, Joaquim Cezar and Traina, Agma Juci Machado and Traina, Agma Juci Machado and Rangayyan, Rangaraj Mandayam and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2008)},
  year = {2008},
  address = {Vancouver, BC, Canada},
  pages = {406-409}
}
@inproceedings{Rosa2007,
  title = {Interface for Assisted Structured Reporting in Mammography with CBIR Integrated},
  author = {Rosa, Natália Abdala and Marques, Paulo Mazzoncini de Azevedo and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Society for Imaging Informatics in Medicine Annual Meeting (SIIM 2007)},
  year = {2007},
  address = {Providence, Rhode Island},
  pages = {37-39}
}
@inproceedings{Rosa2002b,
  title = {Sistema de Recupera\c{c}\~ao de Imagens Similares em um Hospital Universitário},
  author = {Rosa, Natália Abdala and Santos Filho, Roberto Figueira and Bueno, Josiane Maria and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {VIII Congresso Brasileiro de Informática em Saúde- CBIS'2002},
  year = {2002},
  address = {Natal, RN-Brazil}
}
@inproceedings{SantosFilho2001,
  title = {Similarity Search without Tears: The OMNI Family of All-purpose Access Methods},
  author = {Santos Filho, Roberto Figueira and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Faloutsos, Christos},
  booktitle = {IEEE International Conference on Data Engineering (ICDE)},
  year = {2001},
  address = {Heidelberg, Germany},
  pages = {623-630},
  publisher = {IEEE Computer Society}
}
@inproceedings{SantosLucio2014CBMS,
  title = {Being Similar is Not Enough: How to Bridge Usability Gap Through Diversity in Medical Images},
  author = {Santos, L\'ucio Fernandes Dutra and Bedo, Marcos Vinicius Naves and Ponciano da Silva, Marcelo and Traina, Agma Juci Machado and Traina Jr, Caetano},
  booktitle = {IEEE 27th International Symposium on Computer-Based Medical Systems (CBMS)},
  year = {2014},
  address = {New York-NY, USA},
  pages = {308-313},
  publisher = {IEEE Computer Society}
}
@inproceedings{LFDSantos2015Sisap,
  title = {Diversity in Similarity Joins},
  author = {Santos, Lucio F. D. and Carvalho, Luiz Olmes and Oliveira, Willian D. and Traina, Agma J. M. and Traina, Caetano, Jr.},
  booktitle = {{SISAP} 2015 Similarity Search and Applications - 8th International Conference},
  year = {2015},
  address = {Glasgow, UK},
  editor = {Amato, Giuseppe and Connor, Richard C. H. and Falchi, Fabrizio and Gennaro, Claudio},
  pages = {42-53},
  publisher = {Springer},
  series = {Lecture Notes in Computer Science},
  volume = {9371}
}
@inproceedings{SantosLFD2014SBBDDemo,
  title = {Have You Met {VikS? A} Novel Framework for Visual Diversity Search Analysis},
  author = {Santos, L\'ucio Fernandes Dutra and Dias, Rafael L. and Ferreira, M\^onica Ribeiro Porto and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina Jr, Caetano},
  booktitle = {Se\c{c}\~ao de Demos e Aplica\c{c}\~oes do Simp\'osio Brasileiro de Banco de Dados (SBBD'14)},
  year = {2014},
  address = {Curitiba, PR},
  pages = {1-6}
}
@inproceedings{SantosLFD2015ISM,
  title = {Combining Diversity Queries and Visual Mining to Improve Content-Based Image Retrieval Systems: The {DiVI} Method},
  author = {Santos, L\'ucio Fernandes Dutra and Dias, Rafael L. and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {IEEE International Symposium on Multimedia -- ISM'2015},
  year = {2015},
  address = {Miami, Fl, USA},
  pages = {357-362},
  publisher = {IEEE}
}
@inproceedings{santosOCFTT/15,
  title = {Combine-and-Conquer: Improving the Diversity in Similarity Search Through Influence Sampling},
  author = {SANTOS, L. F. D. and OLIVEIRA, W. D. and CARVALHO, L. O. and FERREIRA, M. R. P. and TRAINA, A. J. M. and TRAINA{ }JR., C.},
  booktitle = {30th ACM Symposium On Applied Computing},
  year = {2015},
  address = {Salamanca, Spain},
  editor = {Wainwright, Roger L. and Corchado, Juan Manuel and Bechini, Alessio and Hong, Jiman},
  pages = {994-999},
  publisher = {ACM}
}
@article{SantosLFD2013SBBD,
  title = {Evaluating the Diversification of Similarity Query Results},
  author = {Santos, Lúcio Fernandes Dutra and Oliveira, Willian Dener de and Ferreira, Mônica Ribeiro Porto and Cordeiro, Robson Leonardo Ferreira and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Journal of Information and Data Management},
  year = {2013},
  number = {3},
  pages = {188-203},
  volume = {4}
}
@inproceedings{SantosLFD2013SSDBM,
  title = {Parameter-free and Domain-independent Similarity Search with Diversity},
  author = {Santos, Lúcio Fernandes Dutra and Oliveira, Willian Dener de and Ferreira, Monica Ribeiro Porto and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {25th International Conference on Scientific and Statistical Database Management - SSDBM'2013},
  year = {2013},
  address = {Baltimore, MD, USA},
  editor = {Szalay, Alex and Budavari, Tamas and Balazinska, Magdalena and Meliou, Alexandra and Sacan, Ahmet},
  pages = {5-16},
  publisher = {ACM}
}
@inproceedings{scabora2016,
  title = {{Physical DataWarehouse Design on NoSQL Databases - OLAP Query Processing over HBase}},
  author = {Scabora, Lucas C. and Brito, Jaqueline J. and Ciferri, Ricardo Rodrigues and Ciferri, Cristina Dutra de Aguiar},
  booktitle = {Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 1},
  year = {2016},
  address = {Set{\'{u}}bal, Portugal},
  pages = {111--118},
  publisher = {SCITEPRESS},
  abstract = {Nowadays, data warehousing and online analytical processing (OLAP) are core technologies in business intelligence and therefore have drawn much interest by researchers in the last decade. However, these technologies have been mainly developed for relational database systems in centralized environments. In other words, these technologies have not been designed to be applied in scalable systems such as NoSQL databases. Adapting a data warehousing environment to NoSQL databases introduces several advantages, such as scalability and flexibility. This paper investigates three physical data warehouse designs to adapt the Star Schema Benchmark for its use in NoSQL databases. In particular, our main investigation refers to the OLAP query processing over column-oriented databases using the MapReduce framework. We analyze the impact of distributing attributes among column-families in HBase on the OLAP query performance. Our experiments showed how processing time of OLAP queries was impacted by a physical data warehouse design regarding the number of dimensions accessed and the data volume. We conclude that using distinct distributions of attributes among column-families can improve OLAP query performance in HBase and consequently make the benchmark more suitable for OLAP over NoSQL databases.},
  isbn = {978-989-758-187-8}
}
@inproceedings{Seraphim2000c,
  title = {Q-Script - A tool to Move Data Between two Relational Databases},
  author = {Seraphim, Enzo and Gaspar, Dinamérico Alonso and Traina, Caetano, Jr.},
  booktitle = {International Conference on Extending Database Technology (EDBT)},
  year = {2000},
  address = {University of Konstanz, Alemanha}
}
@article{Seraphim2011,
  title = {Paged similarity queries},
  author = {Seraphim, Enzo and Seraphim, Thatyana F. Piola and Moreira, Edmilson M. and Ricotta, Fábio C.M. and Traina, Caetano, Jr.},
  journal = {Information Sciences},
  year = {2011},
  number = {13},
  pages = {2600-2607},
  volume = {181}
}
@inproceedings{haliteds,
  title = {Halite_ds: Fast and Scalable Subspace Clustering for Multidimensional Data Streams},
  author = {Silva, Afonso E and Sanches, Lucas L and Fraideinberze, Antonio C and Cordeiro, Robson L F},
  booktitle = {Proceedings of the 2016 SIAM International Conference on Data Mining},
  year = {2016},
  organization = {SIAM},
  pages = {1--9}
}
@inproceedings{SilvaCYVW2008a,
  title = {Improving CBIR Using Feature Extraction Based on Wavelet Transform},
  author = {Silva, Carolina Yukari Veludo Watanabe and Bugatti, Pedro Henrique and Ribeiro, Marcela Xavier and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {XIV Simpósio Brasileiro de Sistemas Multimedia e Web (WebMedia 2008)},
  year = {2008},
  address = {Vila Velha, ES.},
  pages = {51-58}
}
@inproceedings{SilvaCYVW2008b,
  title = {Employing Wavelet Transforms to Support Content-Based Retrieval of Medical Images},
  author = {Silva, Carolina Yukari Veludo Watanabe and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {The 8th International Workshop on Pattern Recognition in Information Systems (PRIS 2008)},
  year = {2008},
  address = {Barcelona, Spain},
  pages = {19-28}
}
@inproceedings{daSilvaMPonciano2013Ciarp,
  title = {A Differential Method for Representing Spinal {MRI} for {Perceptual-CBIR}},
  author = {da Silva, Marcelo Ponciano and Bugatti, Pedro Henrique and Reis, Rafael M. and Marques, Paulo Mazzoncini de Azevedo and Barbosa, Marcello H. Nogueira and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications (CIARP)},
  year = {2013},
  address = {Havana, Cuba},
  editor = {Ruiz-Shulcloper, José and Sanniti di Baja, Gabriella},
  pages = {464-471},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Science},
  volume = {8258}
}
@inproceedings{daSilvaMPonciano2013CBMS,
  title = {Does a {CBIR} system really impact decisions of physicians in a clinical environment? },
  author = {da Silva, Marcelo Ponciano and de Sousa, Elaine Parros Machado and Bugatti, Pedro Henrique and Bedo, Marcos Vinicius Naves and Kaster, Daniel dos Santos and Braga, R.T.V. and Bellucci, A.D. and Marques, Paulo Mazzoncini de Azevedo and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {IEEE 26th International Symposium on Computer-Based Medical Systems (CBMS)},
  year = {2013},
  editor = {Rodrigues, Pedro Pereira and Pechenizkiy, Mykola and Gama, João and Cruz-Correia, Ricardo and Liu, Jiming and Traina, Agma Juci Machado and Lucas, Peter J. F. and Soda, Paolo},
  pages = {41-46},
  publisher = {IEEE Computer Society}
}
@inproceedings{SilvaMP2009b,
  title = {Including the Perceptual Parameter to Tune the Retrieval Ability of Pulmonary {CBIR} Systems},
  author = {Silva, Marcelo Ponciano da and Traina, Agma Juci Machado and Azevedo-Marques, Paulo Mazzoncini de and Felipe, Joaquim Cezar and Traina, Caetano, Jr.},
  booktitle = {22th IEEE Intl. Symposium on Computer-Based Medical Systems (CBMS 2009)},
  year = {2009},
  address = {Albuquerque, NM, EUA},
  pages = {1-8},
  publisher = {IEEE Computer Society}
}
@inproceedings{Ponciano2007a,
  title = {Mapeamento de Parâmetros Perceptuais e Descritores no Processo de Análise Diagnóstica de Pulmão},
  author = {Silva, Marcelo Ponciano da and Traina, Agma Juci Machado and Felipe, Joaquim Cezar},
  booktitle = {III Simpósio de Instrumenta\c{c}\~ao e Imagens Médicas (SIIM 2007)},
  year = {2007},
  address = {S\~a Carlos, SP},
  pages = {4 pags (in CDRom)}
}
@inproceedings{SilvaRC1992,
  title = {Armazenagem e Gerenciamento de Informações Temporais em um Modelo de Dados Orientado a Objetos},
  author = {Silva, Roberto Carlos da and Traina, Caetano, Jr.},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1992},
  address = {Porto Alegre, RS},
  pages = {93-107}
}
@inproceedings{SFdaSilva2010,
  title = {Silhouette-based feature selection for classification of medical images},
  author = {da Silva, Sérgio Francisco and Brandoli, Bruno and Eler, Danilo Medeiros and Batista Neto, João do Espirito Santo and Traina, Agma Juci Machado},
  booktitle = {International Symposium on Computer-Based Medical Systems (CBMS 2010)},
  year = {2010},
  address = {Perth, Australia},
  pages = {1-6},
  publisher = {IEEE Computer Society}
}
@article{SilvaSF2011,
  title = {Improving the ranking quality of medical image retrieval using a genetic feature selection method},
  author = {da Silva, Sérgio Francisco and Ribeiro, Marcela Xavier and Batista Neto, João do Espirito Santo and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = {Decision Support Systems},
  year = {2011},
  number = {4},
  pages = {810-820},
  volume = {51}
}
@article{SergioFdaSilva2014,
  title = {Findings on ranking evaluation functions for feature weighting in image retrieval},
  author = {Silva, Sergio Francisco da and Avalhais, Letrícia Pereira Soares and Batista, Marcos Aurélio and Barcelos, C\'elia Aparecida Zorzo and Traina, Agma Juci Machado},
  journal = {Journal of The Brazilian Computer Society (JBCS)},
  year = {2014},
  number = {7},
  pages = {1-10},
  volume = {20}
}
@inproceedings{SilvaSF2009,
  title = {Ranking Functions to Improve Genetic Feature Selection in Content-Based Image Retrieval of Mammograms},
  author = {Silva, Sérgio Francisco da and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {22th IEEE Intl. Symposium on Computer-Based Medical Systems (CBMS 2009)},
  year = {2009},
  address = {Albuquerque, NM, EUA},
  pages = {16-23},
  publisher = {IEEE Computer Society}
}
@inproceedings{citation-3,
  title = {H-Metric: Uma metrica para a caracterizaçao de conjuntos de imagens via homogeneizacao baseada em consultas KNN},
  author = {W M Silva and Jose Rodrigues},
  booktitle = {SIBGRAPI 2010 \– Workshop of Undergraduate Works},
  year = {2010},
  pages = {1-6},
  volume = {1},
  journal = {Workshop of Undergraduate Work - 23rd SIBGRAPI Conference on Graphics, Patterns and Images},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/SilvaERodriguesJrSibgrapi2010.pdf},
  urllink = {http://www.inf.ufrgs.br/sibgrapi2010/index.php/2010/undergraduate/awards-2/}
}
@article{da2012h,
  title = {H-Metric: Characterizing Image Datasets via Homogenization Based on Knn-Queries},
  author = {W M Silva and Jose Rodrigues and A J M Traina and S F da Silva},
  journal = {Data Science Journal},
  year = {2012},
  pages = {52-60},
  volume = {10},
  abstract = {Precision-Recall is one of the main metrics for evaluating content-based image retrieval techniques. However, it does not provide an ample perception of the properties of an image dataset immersed in a metric space. In this work, we describe an alternative metric named H-Metric, which is determined along a sequence of controlled modifications in the image dataset. The process is named homogenization and works by altering the homogeneity characteristics of the classes of the images. The result is a process that measures how hard it is to deal with a set of images in respect to content-based retrieval, offering support in the task of analyzing configurations of distance functions and of features extractors.},
  doi = {http://doi.org/10.2481/dsj.10-007},
  keywords = {Content-based image retrieval, Metric spaces, Precision-Recall},
  publisher = {J-STAGE},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Silva_et_al_CODATA.pdf},
  urllink = {http://datascience.codata.org/articles/abstract/10.2481/dsj.10-007/}
}
@inproceedings{Sousa2006b,
  title = {Tracking the Intrinsic Dimension of Evolving Data Streams to Update Association Rules},
  author = {Sousa, Elaine Parros Machado de and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {3rd International Workshop on Knowledge Discovery from Data Streams, part of the 23th International Conference on Machine Learning (ICML06)},
  year = {2006},
  address = {Pittsburgh, PA},
  pages = {10p. in CD-ROM}
}
@article{Sousa2007b,
  title = {Measuring Evolving Data Streams'Behavior through Their Intrinsic Dimension},
  author = {Sousa, Elaine Parros Machado de and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Faloutsos, Christos},
  journal = {New Generation Computing},
  year = {2007},
  number = {1},
  pages = {33-60},
  volume = {25}
}
@inproceedings{Sousa2006c,
  title = {Evaluating the Intrinsic Dimension of Evolving Data Streams},
  author = {Sousa, Elaine Parros Machado de and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Faloutsos, Christos},
  booktitle = {21th ACM Symposium on Applied Computing (SAC)},
  year = {2006},
  address = {Dijon, France},
  pages = {643-648},
  publisher = {ACM Press},
  volume = {1}
}
@inproceedings{Sousa2003,
  title = {SID: Calculating the Intrinsic Dimension of Data Streams},
  author = {Sousa, Elaine Parros Machado de and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Second Workshop on Fractals and Self-similarity in Data Mining: Issues and Approaches (in conjunction with 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining)},
  year = {2003},
  address = {Washington, DC},
  pages = {18-23},
  publisher = {ACM Press}
}
@inproceedings{Sousa2002,
  title = {How to Use Fractal Dimension to Find Correlations between Attributes},
  author = {Sousa, Elaine Parros Machado de and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Faloutsos, Christos},
  booktitle = {First Workshop on Fractals and Self-similarity in Data Mining: Issues and Approaches (in conjunction with 8th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining)},
  year = {2002},
  address = {Edmonton, Alberta, Canada},
  pages = {26-30},
  publisher = {ACM Press}
}
@article{Sousa2007a,
  title = {A fast and effective method to find correlations among attributes in databases},
  author = {Sousa, Elaine Parros Machado de and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Wu, Leejay and Faloutsos, Christos},
  journal = {Data Mining and Knowledge Discovery},
  year = {2007},
  number = {3},
  pages = {367-407},
  volume = {14}
}
@inproceedings{SouzaCazzolatoTraina2016,
  title = {ClusMAM: Fast and Effective Unsupervised Clustering of Large Complex Datasets using Metric Access Methods},
  author = {Jessica A. de Souza and Mirela T. Cazzolato and Agma J. M. Traina},
  booktitle = {Proceedings of the 31st ACM/SIGAPP Symposium on Applied Computing},
  year = {2016},
  pages = {1--6 (to appear)},
  publisher = {ACM Press}
}
@inproceedings{SouzaPL2011WTDBD,
  title = {Análise comparativa de técnicas para armazenagem de dados passíveis de consultas por similaridade},
  author = {Souza, Pedro L\'opes de and Traina, Caetano, Jr.},
  booktitle = {X Workshop de Teses e Dissertaç\~oes de Banco de Dados - WTDBD},
  year = {2011},
  address = {Florianópolis, SC},
  pages = {69-74},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Spadon2017:UrbanInconsistencies,
  title = {{Identifying Urban Inconsistencies via Street Networks}},
  author = {Spadon, Gabriel and Gimenes, Gabriel and Rodrigues-Jr, J. F.},
  booktitle = {Procedia Computer Science --- Proceedings of the International Conference of Computational Science},
  year = {2017},
  publisher = {Elsevier BV},
  owner = {willian},
  timestamp = {2017.04.07}
}
@inproceedings{Spadon2017:CriminalitySpread,
  title = {{Behavioral Characterization of Criminality Spread in Cities}},
  author = {Spadon, Gabriel and Scabora, L. C. and Araujo, M. V. S. and Oliveira, P. H. and Sousa, E. P. M. and Traina-Jr, C. and Machado, B. B. and Rodrigues-Jr, J. F.},
  booktitle = {Procedia Computer Science --- Proceedings of the International Conference of Computational Science},
  year = {2017},
  publisher = {Elsevier BV},
  owner = {willian},
  timestamp = {2017.04.07}
}
@incollection{Spadon2017:CrimeBehavior,
  title = {{Complex network tools to understand the behavior of criminality in urban areas: the case of San Francisco}},
  author = {Spadon, Gabriel and Scabora, L. C. and Oliveira, P. H. and Araujo, M. V. S. and Sousa, E. P. M. and Traina-Jr, C. and Machado, B. B. and Rodrigues-Jr, J. F.},
  booktitle = {Information Technologies: New Generations},
  publisher = {Springer},
  year = {2017},
  owner = {willian},
  timestamp = {2017.04.07}
}
@article{Tekli2011,
  title = {{XML} document-grammar comparison: Related problems and applications},
  author = {Tekli, Joe and Chbeir, Richard and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Central European Journal of Computer Science},
  year = {2011},
  number = {1},
  pages = {117-136},
  volume = {1}
}
@article{JoeTekli2015,
  title = {Approximate XML structure validation based on document-grammar tree similarity},
  author = {Tekli, Joe and Chbeir, Richard and Traina, Agma Juci Machado and Traina, Caetano, Jr. and Fileto, Renato},
  journal = {Information Sciences},
  year = {2015},
  number = {1},
  pages = {258-302},
  volume = {295}
}
@inproceedings{Tomazela2008,
  title = {Reconciliando Dados de Cunho Acadêmico},
  author = {Tomazela, Bruno and Ciferri, Cristina Dutra de Aguiar and Traina, Caetano, Jr.},
  booktitle = {23º Simpósio Brasileiro de Bases de Dados (SBBD´08), Applications and Experiences Track},
  year = {2008},
  address = {Campinas, SP},
  pages = {283-297},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Traina2004b,
  title = {Content-based Image Retrieval Using Approximate Shape of Objects},
  author = {Traina, Agma Juci Machado and Balan, André Guilherme Ribeiro and Bortolotti, Luis Marcelo and Traina, Caetano, Jr.},
  booktitle = {17th IEEE Symposium on Computer-Based Medical Systems (CBMS´04)},
  year = {2004},
  address = {Bethesda, Maryland},
  pages = {91-96},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{Traina2003e,
  title = {MultiWaveMed: A System for Medical Image Retrieval by Wavelets Transformations},
  author = {Traina, Agma Juci Machado and Casta\~n\'on, C\'esar Armando Beltr\'an and Traina, Caetano, Jr.},
  booktitle = {16th IEEE Symposium on Computer-based Medical Systems},
  year = {2003},
  address = {New York},
  pages = {150-155},
  publisher = {IEEE Computer Society}
}
@inproceedings{Traina2006b,
  title = {Fighting the Semantic Gap on CBIR Systems through Relevance Feedback Techniques},
  author = {Traina, Agma Juci Machado and Marques, Joselene and Traina, Caetano, Jr.},
  booktitle = {19th IEEE Intl Symposium on Computer-Based Medical Systems (CBMS 2006)},
  year = {2006},
  address = {Salt Lake City, Utah, USA.},
  pages = {881-886},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{Traina1997a,
  title = {3D Reconstruction of Magnetic Resonance Imaging using Largely Spaced Slices},
  author = {Traina, Agma Juci Machado and Prado, Afonso Henrique de Almeida and Bueno, Josiane Maria},
  booktitle = {10th IEEE Symposium on Computer-Based Medical System - CBMS'97},
  year = {1997},
  address = {Maribor, Slovenia},
  editor = {Kokol, Peter},
  pages = {132-140},
  publisher = {IEEE Computer Society}
}
@article{Traina1997e,
  title = {A System for 3D Reconstruction of Largely Spaced Tomographic Images},
  author = {Traina, Agma Juci Machado and Prado, Afonso Henrique de Almeida and Bueno, Josiane Maria},
  journal = {Journal of Medical Systems - Plenum Press},
  year = {1997},
  number = {6},
  pages = {353-367},
  volume = {21}
}
@inproceedings{Traina2010f,
  title = {How to Find Relevant Patterns in Climate Data: an Efficient and Effective Framework to Mine Climate Time Series and Remote Sensing Images},
  author = {Traina, Agma Juci Machado and Romani, Luciana Alvim S. and Cordeiro, Robson Leonardo Ferreira and de Sousa, Elaine Parros Machado and Ribeiro, Marcela Xavier and \'Avila, Ana Ana Maria Heuminski de and Zullo Jr., Jurandir and Rodrigues Jr., Jos\'e Fernando and Traina, Caetano, Jr.},
  booktitle = {SIAM Annual Meeting 2010},
  year = {2010},
  address = {Pittsburgh, PA},
  editor = {Keyfitz, Barbara Lee and Trefethen, Lloyd N.},
  pages = {6 pags.},
  publisher = {SIAM}
}
@inproceedings{Traina2003a,
  title = {Integrating Images to Patient Electronic Medical Records through Content-based Retrieval Techniques},
  author = {Traina, Agma Juci Machado and Rosa, Natália Abdala and Traina, Caetano, Jr.},
  booktitle = {16th IEEE Symposium on Computer-based Medical Systems},
  year = {2003},
  address = {New York},
  pages = {163-168},
  publisher = {IEEE Computer Society}
}
@incollection{Traina2003d,
  title = {Similarity Search in Multimedia Databases},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {Handbook of Video Databases - Design and Applications},
  publisher = {CRC Press},
  year = {2003},
  editor = {Furht, Burk and Marques, Oge},
  pages = {711-738},
  volume = {1}
}
@incollection{Traina2010a,
  title = {Feature Extraction and Selection for Decision Making over Medical Images},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Balan, André Guilherme Ribeiro and Ribeiro, Marcela Xavier and Bugatti, Pedro Henrique and Watanabe, Carolina Yukari Veludo and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {Biomedical Image Processing - Methods and Applications},
  publisher = {Springer-Verlag},
  year = {2010},
  editor = {Deserno, Thomas M.},
  pages = {197-223}
}
@inproceedings{Traina2001b,
  title = {Visualiza\c{c}\~ao de Dados em Sistemas de Bancos de Dados Relacionais},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Barioni, Maria Camila Nardini and Botelho, Elisângela and Bueno, Renato},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {2001},
  address = {Rio de Janeiro, RJ},
  editor = {Mattoso, Marta Lima de Queiróz and Xexéo, Geraldo},
  pages = {95-109},
  publisher = {SBC}
}
@article{Traina2003b,
  title = {Efficient Content-based Image Retrieval through Metric Histograms},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Bueno, Josiane Maria and Chino, F\'abio Jun Takada and Marques, Paulo Mazzoncini de Azevedo},
  journal = {World Wide Web Journal (WWWJ)},
  year = {2003},
  number = {2},
  pages = {157-185},
  volume = {6}
}
@inproceedings{Traina2002b,
  title = {The Metric Histogram: A New and Efficient Approach for Content-based Image Retrieval},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Bueno, Josiane Maria and Marques, Paulo Mazzoncini de Azevedo},
  booktitle = {Sixth IFIP Working Conference on Visual Database Systems},
  year = {2002},
  address = {Brisbane, Australia},
  editor = {Zhou, Xiaofang and Pu, Pearl},
  pages = {297-311},
  publisher = {Kluwer Academic Publishers},
  series = {IFIP Conference Proceedings},
  volume = {216}
}
@article{Traina2009a,
  title = {How to Cope with the Performance Gap in Content-based Image Retrieval Systems},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Ciferri, Cristina Dutra de Aguiar and Ribeiro, Marcela Xavier and Marques, Paulo Mazzoncini de Azevedo},
  journal = {International Journal of Healthcare Information Systems and Informatics (IJHISI)},
  year = {2009},
  number = {1},
  pages = {47-67},
  volume = {4}
}
@article{TrainaAJM2013JIDM,
  title = {The Images and Data Bases Group at University of S\~ao Paulo},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Ciferri, Cristina Dutra de Aguiar and de Sousa, Elaine Parros Machado and Cordeiro, Robson Leonardo Ferreira},
  journal = {Journal of Information and Data Management},
  year = {2013},
  number = {1},
  pages = {2-16},
  volume = {4}
}
@incollection{Traina2011BookIGI,
  title = {Issues and Techniques to Mitigate the Performance Gap in Content-Based Image Retrieval Systems},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Cordeiro, Robson L. F. and Ribeiro, Marcela Xavier and Azevedo-Marques, Paulo M.},
  booktitle = {New Technologies for Advancing Healthcare and Clinical Practices},
  publisher = {IGI Global},
  year = {2011},
  address = {Hershey},
  pages = {60-83},
  volume = {1}
}
@inproceedings{Traina2001c,
  title = {Tri-Plots: Scalable Tools for Multidimensional Data Mining},
  author = {Traina, Agma Juci Machado and Traina, Caetano, Jr. and Papadimitriou, Spiros and Faloutsos, Christos},
  booktitle = {ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
  year = {2001},
  address = {San Francisco, CA},
  editor = {Provost, Foster and Ramakrishnan, Srikant},
  pages = {184-193},
  publisher = {ACM Press}
}
@inproceedings{Traina1991,
  title = {GEO: Um Sistema de Gerenciamento de Bases de Dados Orientado a Objetos - Estado Atual de Desenvolvimento e Implementa\c{c}\~ao},
  author = {Traina, Caetano, Jr.},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1991},
  address = {Manaus, AM}
}
@inproceedings{Traina1996b,
  title = {Uso da Abstra\c{c}\~ao de Classifica\c{c}\~ao em Modelos de Dados Orientados a Objetos},
  author = {Traina, Caetano, Jr. and Biajiz, Mauro},
  booktitle = {25º Jornadas Argentinas de Informática e Investigacion Operativa},
  year = {1996},
  address = {Buenos Aires, Argentina},
  pages = {125-136}
}
@article{Traina1994b,
  title = {Adding Conceptual Constructs to Support Distribution in an Object Oriented Model},
  author = {Traina, Caetano, Jr. and Ferreira, João Eduardo},
  journal = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1994}
}
@inproceedings{Traina1997c,
  title = {Use of a Semantically Grained Database System for Distribution and Control within Design Environments},
  author = {Traina, Caetano, Jr. and Ferreira, João Eduardo and Biajiz, Mauro},
  booktitle = {Third International Euro-Par Conference on Parallel Processing},
  year = {1997},
  address = {Passau, Germany},
  editor = {Lengauer, Christian and Griebl, Martin and Gorlatch, Sergei},
  pages = {1130 - 1135},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Science},
  volume = {1300}
}
@inproceedings{Traina2005a,
  title = {Image Domain Formalization for Content-Based Image Retrieval},
  author = {Traina, Caetano, Jr. and Figueiredo, Josiel Maimoni de and Traina, Agma Juci Machado},
  booktitle = {ACM Intl. Conference on Applied Computing (SAC)},
  year = {2005},
  address = {Santa Fe, New Mexico},
  pages = {608-613},
  publisher = {ACM Press},
  volume = {1}
}
@article{Traina2007a,
  title = {The OMNI-Family of All-Purpose Access Methods: A Simple and Effective Way to Make Similarity Search More Efficient},
  author = {Traina, Caetano, Jr. and Santos Filho, Roberto Figueira and Traina, Agma Juci Machado and Vieira, Marcos Rodrigues and Faloutsos, Christos},
  journal = {The International Journal on Very Large Databases},
  year = {2007},
  number = {4},
  pages = {483-505},
  volume = {16}
}
@inproceedings{Traina1988,
  title = {Um Modelo de Representa\c{c}\~ao de Objetos},
  author = {Traina, Caetano, Jr. and Slaets, Jan Franz Willen},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1988},
  address = {Recife, PE}
}
@incollection{Traina2005b,
  title = {Using Fractals in Data Mining},
  author = {Traina, Caetano, Jr. and Sousa, Elaine Parros Machado de and Traina, Agma Juci Machado},
  booktitle = {New Generation of Data Mining Applications},
  publisher = {Wiley/IEEE Press},
  year = {2005},
  editor = {Kantardzic, Mehmed M. and Zurada, Jozef},
  pages = {30p.},
  volume = {1}
}
@inproceedings{Traina1990,
  title = {Implementa\c{c}\~ao de Um Gerenciador de Identificadores de Objetos, com Chaves de Tamanho Variável, para o Gerenciador de Objetos do Modelo de Representa\c{c}\~ao de Objetos - GEO/MRO},
  author = {Traina, Caetano, Jr. and Takai, Osvaldo Kotaro},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1990},
  address = {Rio de Janeiro, RJ}
}
@inproceedings{Traina1996a,
  title = {Algoritmo para Cria\c{c}\~ao e Gerenciamento de Identificadores de Objetos em um Gerenciador de Objetos},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {Anais das 25º Jornadas Argentinas de Informática e Investigacion operativa},
  year = {1996},
  address = {Buenos Aires, Argentina},
  pages = {137-148}
}
@article{Traina2005d,
  title = {Using an Image-Extended Relational Database to Support Content-based Image Retrieval in a PACS},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Araújo, Myrian Renata Barros and Bueno, Josiane Maria and Chino, F\'abio Jun Takada and Razente, Humberto Luís and Marques, Paulo Mazzoncini de Azevedo},
  journal = {International Journal of Computer Methods and Programs in Biomedicine - Elsevier Press},
  year = {2005},
  number = {Supplement 1},
  pages = {S71-S83},
  volume = {80}
}
@inproceedings{Traina1994a,
  title = {O Papel da Abstra\c{c}\~ao de Instancia\c{c}\~ao em um Meta-Modelo de Abstrações para Bases de Dados Orientadas a Objetos},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Biajiz, Mauro},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {1994},
  address = {S\~a Carlos},
  pages = {173 - 187}
}
@inproceedings{Traina2000b,
  title = {Distance Exponent: a New Concept for Selectivity Estimation in Metric Trees},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Faloutsos, Christos},
  booktitle = {IEEE International Conference on Data Engineering (ICDE)},
  year = {2000},
  address = {San Diego - CA},
  pages = {195},
  publisher = {IEEE CS Press}
}
@article{Traina2002c,
  title = {Fast Indexing and Visualization of Metric Datasets Using Slim-trees},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Faloutsos, Christos and Seeger, Bernhard},
  journal = {IEEE Transactions on Knowledge and Data Engineering (TKDE)},
  year = {2002},
  number = {2},
  pages = {244-260},
  volume = {14}
}
@inproceedings{Traina2004a,
  title = {Including Conditional Operators in Content-Based Image Retrieval in Large Sets of Medical Exams},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Figueiredo, Josiel Maimoni de},
  booktitle = {17th IEEE Symposium on Computer-Based Medical Systems (CBMS´04)},
  year = {2004},
  address = {Bethesda, Maryland},
  pages = {85-90},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@inproceedings{Traina2002a,
  title = {How to Improve the Pruning Ability of Dynamic Metric Access Methods},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Santos Filho, Roberto Figueira and Faloutsos, Christos},
  booktitle = {International Conference on Information and Knowledge Management (CIKM)},
  year = {2002},
  address = {McLean, VA, USA},
  pages = {219-226},
  publisher = {ACM Press}
}
@inproceedings{Traina1998a,
  title = {A Tool for Content-Based Image Retrieval in Object Oriented Databases},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Santos, Rildo Ribeiro dos and Senzako, Edna Yoshico},
  booktitle = {Third Biennial World Conference on Integrated Designs and Process Technology (IDPT) - Issues and Applications of Database Technology (IADT'98),of the Society for Design and Process Science},
  year = {1998},
  address = {Berlim, Germany},
  pages = {344-351}
}
@inproceedings{Traina1998b,
  title = {Support to Content-Based Image Query in Object-Oriented Databases},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Santos, Rildo Ribeiro dos and Senzako, Edna Yoshico},
  booktitle = {ACM Symposium on Applied Computing (SAC)},
  year = {1998},
  address = {Atlanta, GA},
  pages = {241-247},
  publisher = {ACM Press}
}
@article{Traina1997b,
  title = {A Support System for Content-Based Medical Image Retrieval in Object Oriented Databases},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Santos, Rildo Ribeiro dos and Senzako, Edna Yoshico},
  journal = {Journal of Medical Systems},
  year = {1997},
  number = {6},
  pages = {339-352},
  volume = {21}
}
@inproceedings{Traina1997d,
  title = {Content-based Medical Image Retrieval in Object Oriented Database},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Santos, Rildo Ribeiro dos and Senzako, Edna Yoshico},
  booktitle = {10th IEEE Symposium on Computer-Based Medical System},
  year = {1997},
  address = {Maribor, Slovenia},
  pages = {67-72},
  publisher = {IEEE Press},
  volume = {II}
}
@inproceedings{Traina2000c,
  title = {Slim-Trees: High Performance Metric Trees Minimizing Overlap Between Nodes},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Seeger, Bernhard and Faloutsos, Christos},
  booktitle = {International Conference on Extending Database Technology (EDBT)},
  year = {2000},
  address = {Konstanz, Germany},
  editor = {Zaniolo, Carlo and Lockemann, Peter C. and Scholl, Marc H. and Grust, Torsten},
  pages = {51-65},
  publisher = {Springer Verlag},
  series = {Lecture Notes in Computer Science},
  volume = {1777}
}
@inproceedings{Traina2006a,
  title = {Efficient Processing of Complex Similarity Queries in RDBMS through Query Rewriting},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Vieira, Marcos Rodrigues and Arantes, Adriano Siqueira and Faloutsos, Christos},
  booktitle = {ACM 15th International Conference on Information and Knowledge Management (CIKM 06)},
  year = {2006},
  address = {Arlington - VA, USA},
  editor = {Yu, Philip S. and Tsotras, Vassilis J. and Fox, Edward A. and Liu, Bing},
  pages = {4-13},
  publisher = {ACM Press}
}
@inproceedings{Traina2000a,
  title = {Fast feature selection using fractal dimension},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Wu, Leejay and Faloutsos, Christos},
  booktitle = {Brazilian Symposium on Databases (SBBD)},
  year = {2000},
  address = {João Pessoa, PB},
  editor = {Medeiros, Cláudia Maria Bauzer and Becker, Karin},
  pages = {158-171},
  publisher = {SBC}
}
@article{Traina2010c,
  title = {Fast Feature Selection using Fractal Dimension - Ten Years Later},
  author = {Traina, Caetano, Jr. and Traina, Agma Juci Machado and Wu, Leejay and Faloutsos, Christos},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {1},
  pages = {17-20},
  volume = {1}
}
@inproceedings{Valencio2004,
  title = {Knowledge Extraction using Visualization of Hemoglobin Parameters to Identify Thalassemia},
  author = {Valêncio, Carlos Roberto and Tronco, Mauricio N. and Bonini-Domingos, Ana C. and Bonini-Domingos, Cláudia R. and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {17th IEEE Symposium on Computer-Based Medical Systems (CBMS´04)},
  year = {2004},
  address = {Bethesda, Maryland},
  pages = {523-528},
  publisher = {IEEE Computer Society},
  volume = {1}
}
@article{Vespa2009,
  title = {Efficient Bulk-loading on Dynamic Metric Access Methods},
  author = {Vespa, Thiago Galbiatti and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  journal = {Information Systems Journal (ISJ)},
  year = {2010},
  number = {5},
  pages = {557-569},
  volume = {35}
}
@inproceedings{Vespa2007a,
  title = {Bulk-loading Dynamic Metric Access Methods},
  author = {Vespa, Thiago Galbiatti and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {22º Simpósio Brasileiro de Bases de Dados (SBBD´07)},
  year = {2007},
  address = {João Pessoa, PB},
  pages = {160-173},
  publisher = {SBC},
  volume = {1}
}
@article{ref38,
  title = {Colaboração logistica entre cliente e fornecedor: uma aplicação de análise visual de dados},
  author = {Jose G V Vieira and Jose Rodrigues and Ricardo H Hattori},
  journal = {Sistemas e Gestão},
  year = {2013},
  note = {Open Journal Systems, ISSN 1980-5160},
  number = {1},
  pages = {2-18},
  volume = {8},
  keywords = {Colaboração logistica, análise visual de dados, barreiras colaborativas},
  url = {http://www.uff.br/sg/index.php/sg/article/download/V8N1A1/V8N1A1},
  urllink = {http://www.uff.br/sg/index.php/sg/article/view/V8N1A1}
}
@inproceedings{Vieira2010c,
  title = {{MAMView:} A Framework for Visualization of Metric Trees},
  author = {Vieira, Marcos Rodrigues and Chino, F\'abio Jun Takada and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  booktitle = {25º Simp\'osio Brasileiro de Bases de Dados (SBBD´2010) - Demo paper},
  year = {2010},
  address = {Belo Horizonte, MG},
  pages = {4 pag.},
  publisher = {SBC},
  volume = {1}
}
@article{Vieira2010d,
  title = {A visual framework to understand similarity queries and explore data in Metric Access Methods},
  author = {Vieira, Marcos Rodrigues and Chino, F\'abio Jun Takada and Traina, Caetano, Jr. and Traina, Agma Juci Machado},
  journal = {Int. J. Business Intelligence and Data Mining},
  year = {2010},
  number = {4},
  pages = {370-387},
  volume = {5}
}
@article{MRVieiraVLDB2011,
  title = {{DivDB:} A System for Diversifying Query Results},
  author = {Vieira, Marcos Rodrigues and Razente, Humberto Luís and Barioni, Maria Camila Nardini and Hadjieleftheriou, Marios and Srivastava, Divesh and Traina, Caetano, Jr. and Tsotras, Vassilis J.},
  journal = {Proceedings of the VLDB Endowment},
  year = {2011},
  number = {12},
  pages = {1395-1398},
  volume = {4}
}
@inproceedings{Vieira2011ICDE,
  title = {On Query Result Diversification},
  author = {Vieira, Marcos Rodrigues and Razente, Humberto Luís and Barioni, Maria Camila Nardini and Hadjieleftheriou, Marios and Srivastava, Divesh and Traina, Caetano, Jr. and Tsotras, Vassilis J.},
  booktitle = {27th IEEE International Conference on Data Engineering (ICDE)},
  year = {2011},
  address = {Hannover, Germany},
  pages = {1163-1174}
}
@article{Vieira2010a,
  title = {{DBM-Tree:} A Dynamic Metric Access Method Sensitive to Local Density Data},
  author = {Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Chino, F\'abio Jun Takada and Traina, Agma Juci Machado},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {1},
  pages = {111-128},
  volume = {1}
}
@article{Vieira2010b,
  title = {Revisiting the {DBM-Tree}},
  author = {Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Chino, F\'abio Jun Takada and Traina, Agma Juci Machado},
  journal = {Journal of Information and Data Management - JIDM},
  year = {2010},
  number = {1},
  pages = {129-132},
  volume = {1}
}
@article{Vieira2006a,
  title = {DBM-Tree: Trading Height-Balancing for Performance in Metric Access Methods},
  author = {Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Chino, F\'abio Jun Takada and Traina, Agma Juci Machado},
  journal = {Journal of The Brazilian Computer Society (JBCS)},
  year = {2006},
  number = {3},
  pages = {37-52},
  volume = {11}
}
@inproceedings{Vieira2007,
  title = {Estimating Suitable Query Radii to Boost kNearest Neighbor Queries},
  author = {Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Arantes, Adriano Siqueira and Faloutsos, Christos},
  booktitle = {19th International Conference on Scientific and Statistical Database Management (SSDBM 2007)},
  year = {2007},
  address = {Banff, Canada},
  pages = {1-10},
  publisher = {ACM Press}
}
@inproceedings{Vieira2004b,
  title = {DBM-Tree: A Dynamic Metric Access Method Sensitive to Local Density Data},
  author = {Vieira, Marcos Rodrigues and Traina, Caetano, Jr. and Traina, Agma Juci Machado and Chino, F\'abio Jun Takada},
  booktitle = {Brazilian Symposium on Databases (SBBD)},
  year = {2004},
  address = {Brasília, DF},
  editor = {Lifschitz, Sérgio},
  pages = {33-47},
  publisher = {SBC},
  volume = {1}
}
@inproceedings{Watanabe2012SPIE,
  title = {A {CAD} System Based on Complex Networks Theory to Characterize Mass in Mammograms},
  author = {Watanabe, Carolina Yukari Veludo and Ramos, Jonathan S. and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {SPIE Medical Imaging 2012 (Proc. SPIE 8315, 831522 (2012) )},
  year = {2012},
  address = {San Diego, CA},
  editor = {Ginneken, Bram van and Novak, Carol L.},
  pages = {1-11}
}
@inproceedings{Watanabe2012ICMLA,
  title = {A Statistical Associative Classifier with Automatic Estimation of Parameters for Computer Aided Diagnosis},
  author = {Watanabe, Carolina Yukari Veludo and Ribeiro, Marcela Xavier and Traina, Agma Juci Machado and Traina, Caetano, Jr.},
  booktitle = {11th International Conference on Machine Learning and Applications (ICMLA 2012)},
  year = {2012},
  address = {Boca Raton, Florida, USA},
  pages = {564-567}
}
@inproceedings{Watanabe2010,
  title = {Statistical Associative Classification of Mammograms: The {SACMiner} Method"},
  author = {Watanabe, Carolina Yukari Veludo and Traina, Agma Juci Machado and Ribeiro, Marcela Xavier and Batista Neto, João do Espírito Santo and Traina, Caetano, Jr.},
  booktitle = {12th International Conference on Enterprise Information Systems (ICEIS 2010)},
  year = {2010},
  address = {Funchal, Madeira, Portugal},
  editor = {Filipe, Joaquim and Cordeiro, José},
  pages = {121-128},
  publisher = {SciTePress},
  volume = {2, AIDSS}
}
@inproceedings{Watanabe2010b,
  title = {{SACMiner:} A New Classification Method Based on Statistical Association Rules to Mine Medical Images},
  author = {Watanabe, Carolina Yukari Veludo and Traina, Agma Juci Machado and Ribeiro, Marcela Xavier and Batista Neto, João do Espírito Santo and Traina, Caetano, Jr.},
  booktitle = {12th International Conference on Enterprise Information Systems (ICEIS 2010)},
  year = {2010},
  address = {Funchal, Madeira, Portugal},
  editor = {Filipe, Joaquim and Cordeiro, José},
  pages = {249-263},
  publisher = {Springer},
  series = {Lecture Notes in Business Information Processing},
  volume = {73 Revised Selected Papers.}
}
@inproceedings{Yamamoto2003,
  title = {Algoritmo HCS: Indexa\c{c}\~ao Eficiente com Métodos de Acesso Métricos com uso de Lógica Nebulosa},
  author = {Yamamoto, Claudio Haruo and Biajiz, Mauro and Traina, Caetano, Jr.},
  booktitle = {Simpósio Brasileiro de Bancos de Dados (SBBD)},
  year = {2003},
  address = {Manaus, AM},
  editor = {Laender, Alberto H. F.},
  pages = {184-199},
  publisher = {SBC},
  volume = {1}
}
@article{zaina2012lors,
  title = {e-LORS: Uma Abordagem para Recomendação de Objetos de Aprendizagem},
  author = {L A M Zaina and G Bressan and M A A C Cardieri and Jose Rodrigues},
  journal = {Revista Brasileira de Informática na Educação},
  year = {2012},
  number = {1},
  pages = {4-16},
  volume = {20},
  doi = {10.5753/RBIE.2012.20.1.04},
  url = {http://www.br-ie.org/pub/index.php/rbie/article/view/1289/1190},
  urllink = {http://www.br-ie.org/pub/index.php/rbie/article/view/1289}
}
@article{ref40,
  title = {Learning Profile Identification Based on the Analysis of the User s Context of Interaction},
  author = {L A M Zaina and G Bressan and J Rodrigues and M A C A Cardieri},
  journal = {IEEE Latin America Transactions},
  year = {2011},
  number = {5},
  pages = { 845-850},
  volume = {9},
  abstract = {One of the e-learning environment goals is to attend the individual needs of students during the learning process. The adaptation of contents, activities and tools into different visualization or in a variety of content types is an important feature of this environment, bringing to the user the sensation that there are suitable workplaces to his profile in the same system. Nevertheless, it is important the investigation of student behavior aspects, considering the context where the interaction happens, to achieve a efficient personalization process. The paper goal is to present an approach to identify the student learning profile analyzing the context of interaction. Besides this, the learning profile could be analyzed in different dimensions allows the system to deal with the different focus of the learning.},
  doi = {10.1109/TLA.2011.6030999},
  keywords = {e-learning, learning profile, context of interaction},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Zaina-et_al-IEEELatinAmerica2011.pdf},
  urllink = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6030999}
}
@inproceedings{Zaina:2010:ADS:1878450.1878488,
  title = {An approach to design the student interaction based on the recommendation of e-learning objects},
  author = {Luciana A M Zaina and Jose Rodrigues and Graca Bressan},
  booktitle = {Proceedings of the 28th ACM International Conference on Design of Communication},
  year = {2010},
  pages = {223-228},
  publisher = {ACM Press},
  abstract = {In the last years, the adoption of recommender systems for improving user interaction has increased in e-learning applications. In the educational area, the recommendation of relevant and interesting content can attract the student’s attention, motivating her/him during the learning-teaching process. It is very important, thus, to know learner preferences to suggest suitable contents to the students. The goal of this work is to present an approach to design the student interaction based on the recommendation of e-learning content, determining a more suitable relationship between learning objects and learning profiles. In our proposal, the learning profile is split into categories to attend different student preferences during the teaching-learning process: perception, presentation-format and participation. Our recommendation uses these categories to filter out the most suitable learning objects organized according to the IEEE LOM standard. We present a prototype architecture named e-LORS, over which we perform demonstrative experiments.},
  doi = {10.1145/1878450.1878488},
  howpublished = {http://doi.acm.org/10.1145/1878450.1878488},
  keywords = {Felder-Silverman learning style model, LOM standard, learning model, learning objects, learning profile, recommendation systems},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/Zaina_et_al-SIGDOC2010.pdf},
  urllink = {http://dl.acm.org/citation.cfm?id=1878488}
}
@article{zaina2011adaptive,
  title = {Adaptive learning in the educational e LORS system: an approach based on preference categories},
  author = {L A M Zaina and Jose Rodrigues and M A C D A Cardieri and G Bressan},
  journal = {International Journal of Learning Technology},
  year = {2011},
  number = {4},
  pages = {341-361},
  volume = {6},
  doi = {10.1504/IJLT.2011.044628},
  publisher = {Inderscience},
  url = {http://www.icmc.usp.br/~junio/PublishedPapers/IJLT060402 ZAINA.pdf},
  urllink = {http://dl.acm.org/citation.cfm?id=2089065}
}
@article{zaina2010abordagem,
  title = {Uma abordagem para recomendação de objetos de aprendizagem em ambientes educacionais},
  author = {L Zaina and G Bressan and Jose Rodrigues and M A Cardieri},
  journal = {Revista de Computação e Tecnologia da PUC-SP},
  year = {2010},
  number = {1},
  pages = {23-32},
  volume = {2},
  url = {http://revistas.pucsp.br/index.php/ReCET/article/view/2916/2520},
  urllink = {http://revistas.pucsp.br/index.php/ReCET/article/view/2916}
}
@incollection{ref58,
  title = {Social tagging for e-learning: an approach based on the triplet of learners, learning objects and tags},
  author = {L Zaina and J Rodrigues-Jr and A Amaral},
  booktitle = {Learning Technology for Education in Cloud},
  publisher = {Springer},
  year = {2015},
  pages = {104-115},
  abstract = {The emerging of the Web 2.0 has allowed users more interactivity with Web applications. Social tagging has been recognized as an important solution to the description of resources available on the Web. In the context of e-learning it may be used as an auxiliary mechanism to the composition of learning object metadata. This paper presents an approach based on the triplet of learners, learning objects and tags for providing the social tagging for e-learning. We performed an experiment with 336 technician students that marked 218 elec-tronic learning objects for about 4,985 times. Although our results have shown that social tagging is a promising practice for e-learning some challenges on how to implement it has to be overcome.},
  doi = {10.1007/978-3-319-22629-3_9},
  isbn = {978-3-319-22629-3},
  keywords = {folksonomy, social tagging, learning objects, Web 2.0},
  url = {http://www.icmc.usp.br/pessoas/junio/PublishedPapers/Zaina_et_al-CCIS2015.pdf},
  urllink = {http://link.springer.com/chapter/10.1007%2F978-3-319-22629-3_9#}
}