Esta disciplina será oferecida no segundo período de 2010. Verifique o site da CAP para informações sobre matrícula e anúncios sobre oferta desta e de outras disciplinas.

Links nesta página: Calendário, Bibliografia.

Outros links: Software, Bases de dados.

Lembrete: Leia as notas de aula preferencialmente antes das aulas.

Relatórios de Alunos da Disciplina (2009)

• Alessandro Oliveira Arantes, Um sistema de recomendação de publicações científicas baseado em avaliação de conteúdo (2009).
• Carlos Alberto Pires de Castro Filho, Comparação de dados Landsat TM e Polinsar para classificação de uso do solo aplicando técnicas de descoberta de conhecimento em bancos de dados (2009).
• Cesar Strauss, Agrupamento espaço-temporal de descargas atmosféricas usando st-grid (2009).
• Dalila Ribeiro Serpa, Clusterização de dados biológicos através da metaheurística VNS (2009).
• Giovanni de Araújo Boggione, Análise do estado de conservação da vegetação intra-urbana e suas relações com dados socioeconômicos (2009).
• Gisele dos Santos Zepka, Uso de redes neurais para a previsão de descargas atmosféricas no sudeste do Brasil (2009).
• Ivo Paixão de Medeiros, Árvores de decisão aplicadas à identificação de erros sistemáticos e não sistemáticos no robô móvel trekker (2009).
• José Huisacayna Soto, Séries temporais do quasar 3c 273 (2009).
• Keila Silveira Corrêa, Processo de mineração de dados no estudo de fenômenos solares e geomagnéticos (2009).
• Leandro de Capitani Messias, Geração de agrupamentos de séries temporais (2009).
• Luciano Godoy Fagundes, Mineração de dados em arquivos de logs de um sistema de monitoração de contact centers (2009).
• Luis Fernando Amorim França, Mineração de dados em uma base de e-mails para reconhecimento de spam (2009).
• Marilyn Menecucci Ibañez, Mineração dos dados de entrada de uma estrutura de dados baseada em árvore quaternária para a resolução de EDPs utilizando wavelet (2009).
• Murilo da Silva Dantas, Estudo exploratório do padrão de variabilidade do ciclo de cheia do rio Paraguai (2009).
• Rodolfo Ranck Junior, Um método de solução baseado na metaheurística colônia de formigas e em uma técnica de mineração de dados para a resolução do problema do caixeiro viajante (2009).
• Rogério Galante Negri, Desenvolvimento de uma ferramenta de mineração de dados para análise de mudanças em áreas florestais (2009).
• Rudinei Martins de Oliveira, Aplicação de uma técnica de mineração de dados para analisar a sensibilidade dos canais do sensor airs (2009).
• Wesley Gomes de Almeida, Mineração de dados aplicado ao jogo liga quatro (2009).

Data Mining em geral

• Pang-Ning Tan, Michael Steinbach, Vipin Kumar, Introdução ao Data Mining - Mineração de Dados, Editora Ciência Moderna, 1ª edição, 2009.
  A edição original é Introduction to Data Mining, Pearson/Addison-Wesley, 2006.
• Ronaldo Goldschmidt, Emmanuel Passos, Data Mining: Um Guia Prático, Editora Campus, 2005.
• Usama M. Fayyad, Gregory Piatetsky-Shapiro, Padhraic Smyth and Ramasamy Uthurusamy, Advances in Knowledge Discovery and Data Mining, MIT Press, 1996.
• Dorian Pyle, Data Preparation for Data Mining, Academic Press, 1999.
• Ian H. Witten and Eibe Frank, Data Mining - Practical Machine Learning Tools and Techniques with Java Implementations, Morgan Kaufmann Publishers, 2000.
• Michael W .Berry, Murray Browne (Editors), Lecture Notes in Data Mining, World Scientific Publishing, 2006.
• S. Sumathi and S.N. Sivanandam, Introduction to Data Mining and its Applications, Springer, 2006.
• Jiawei Han and Micheline Kamber, Data Mining: Concepts and Techniques, Morgan Kaufmann, 2006.
• Max Bramer, Principles of Data Mining, Springer, 2007.
• Daniel T. Larose, Discovering Knowledge in Data: An Introduction to Data Mining, Wiley-Interscience, 2005.
• Krzysztof J. Cios, Witold Pedrycz, Roman W. Swiniarski and Lukasz A. Kurgan, Data Mining -- A Knowledge Discovery Approach, Springer, 2007.
• Glenn J. Myatt, Making Sense of Data -- A Practical Guide to Exploratory Data Analysis and Data Mining, Wiley-Interscience, 2007.
• Graham J. Williams and Simeon J. Simoff (Editors), Data Mining: Theory, Methodology, Techniques, and Applications, Springer, 2006 (LNCS 3755).

Técnicas e algoritmos

• J. Ross Quinlan, C4.5: Programs for Machine Learning, Morgan Kaufmann, 1993.
• Carl G. Looney, Pattern Recognition Using Neural Networks, Oxford University Press, 1997.
• Teuvo Kohonen, Self-Organizing Maps, Springer, 1997.
• R. Beale and T. Jackson, Neural Computing: An Introduction, MIT Press, 1990.
• Laurene V. Fausett, Fundamentals of Neural Networks, Prentice Hall, 1994.
• Mark F. Hornick, Erik Marcadé and Sunil Venkayala, Java Data Mining: Strategy, Standard, and Practice -- A Practical Guide for Architecture, Design, and Implementation, Morgan Kaufmann, 2007.
• Te-Ming Huang, Vojislav Kecman and Ivica Kopriva, Kernel Based Algorithms for Mining Huge Data Sets -- Supervised, Semi-supervised, and Unsupervised Learning, Springer, 2006.
• David L. Olson, Dursun Delen, Advanced Data Mining Techniques, Springer, 2008.
• Daniel T. Larose, Data Mining Methods and Models, Wiley-Interscience, 2006.
• Fabrice Guillet, Howard J. Hamilton (Editors), Quality Measures in Data Mining, Springer, 2007.
• Lipo Wang and Xiuju Fu, Data Mining with Computational Intelligence, Springer, 2005.
• David E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning, Addison-Wesley, 1989.
• Randy L. Haupt and Sue Ellen Haupt, Practical Genetic Algorithms, Wiley-Interscience, 2004.
• Witold Pedrycz, Knowledge-Based Clustering -- From Data to Information Granules, Wiley-Interscience, 2005.
• James C. Bezdek, Pattern Recognition with Fuzzy Objective Function Algorithms, Plenum Press, 1987.
• James C. Bezdek and Sankar K. Pal, Fuzzy Models for Pattern Recognition, IEEE Press, 1992.
• Eric Bonabeau, Marco Dorigo and Guy Theraulaz, Swarm Intelligence: From Natural to Artificial Systems, Oxford University Press, 1999.

Aplicações em domínios específicos

• Michael W. Berry, Survey of Text Mining -- Clustering, Classification and Retrieval, Springer, 2003.
• Michael W. Berry and Malu Castellanos (Editors), Survey of Text Mining II -- Clustering, Classification, and Retrieval, Springer, 2008.
• Hércules Antonio do Prado and Edilson Ferneda, Emerging Technologies of Text Mining: Techniques and Applications, IGI Global, 2008.
• Soumen Chakrabarti, Mining the Web -- Discovering Knowledge from Hypertext Data, Morgan Kaufmann Publishers, 2003.
• Zdravko Markov and Daniel T. Larose, Data Mining The Web -- Uncovering Patterns in Web Content, Structure, and Usage, Wiley - Interscience, 2007.
• Anthony Scime, Web Mining: Applications and Techniques, Idea Group Publishing, 2005.
• Adam Schenker, Horst Bunke, Mark Last and Abraham Kandel, Graph-Theoretic Techniques for Web Content Mining, World Scientific, 2005.
• Ronen Feldman and James Sanger, The Text Mining Handbook -- Advanced Approaches in Analyzing Unstructured Data, Cambridge University Press, 2007.
• Petra Perner, Data Mining on Multimedia Data, Springer, 2002.
• Diane J. Cook, Lawrence B. Holder (Editors), Mining Graph Data, Wiley-Interscience, 2007.
• Marcus A. Maloof (Editor), Machine Learning and Data Mining for Computer Security -- Methods and Applications, Springer, 2006.
• Mark Last, Abraham Kandel, Horst Bunke (Editors), Data Mining in Time Series Databases, World Scientific, 2004.

Proceedings e publicações on-line

• David Jensen and Jennifer Neville, Data Mining in Social Networks.
• Jan Komorowski Jan Żytkow (Eds.), Principles of Data Mining and Knowledge Discovery -- First European Symposium, PKDD '97, Trondheim, Norway, June 24-27, 1997 (LNCS 1263).
• Jan M. Żytkow and Mohamed Quafafou (Editors), Principles of Data Mining and Knowledge Discovery -- Second European Symposium, PKDD '98, Nantes, France, September 23-26, 1998 (LNCS 1510).
• Jan M. Żytkow and Jan Rauch (Editors), Principles of Data Mining and Knowledge Discovery -- Third European Conference, PKDD’99, Prague, Czech Republic, September 15-18, 1999 (LNCS 1704).
• Djamel A. Zighed, Jan Komorowski and Jan Żytkow (Editors), Principles of Data Mining and Knowledge Discovery -- 4th European Conference, PKDD 2000, Lyon, France, September 13-16, 2000 (LNCS 1910).
• Luc De Raedt and Arno Siebes (Editors), Principles of Data Mining and Knowledge Discovery -- 5th European Conference, PKDD 2001, Freiburg, Germany, September 3-5, 2001 (LNCS 2168).
• Tapio Elomaa, Heikki Mannila and Hannu Toivonen (Editors), Principles of Data Mining and Knowledge Discovery -- 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002 (LNCS 2431).
• Nada Lavrač, Dragan Gamberger, Ljupčo Todorovski and Hendrik Blockeel (Editors), Knowledge Discovery in Databases: PKDD 2003 -- 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003 (LNCS 2838).
• Jean-François Boulicaut, Floriana Esposito, Fosca Giannotti and Dino Pedreschi (Editors), Knowledge Discovery in Databases: PKDD 2004 -- 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, September 20-24, 2004 (LNCS 3202).
• Alípio Jorge, Luís Torgo, Pavel Brazdil, Rui Camacho and João Gama (Editors), Knowledge Discovery in Databases: PKDD 2005 -- 9th European Conference on Principles and Practice of Knowledge Discovery in Databases, Porto, Portugal, October 3-7, 2005 (LNCS 3721).
• Johannes Fürnkranz, Tobias Scheffer and Myra Spiliopoulou (Editors), Knowledge Discovery in Databases: PKDD 2006 -- 10th European Conference on Principle and Practice of Knowledge Discovery in Databases, Berlin, Germany, September 18-22, 2006 (LNCS 4213).
• Joost N. Kok, Jacek Koronacki, Ramon Lopez de Mantaras, Stan Matwin, Dunja Mladenič and Andrzej Skowron (Editors), Knowledge Discovery in Databases: PKDD 2007 -- 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 17-21, 2007 (LNCS 4702).
• Xue Li, Shuliang Wang and Zhao Yang Dong (Editors), Advanced Data Mining and Applications -- First International Conference, ADMA 2005, Wuhan, China, July 22-24, 2005 (LNCS 3584).
• Xue Li, Osmar R. Zaïane, Zhanhuai Li (Editors), Advanced Data Mining and Applications -- Second International Conference, ADMA 2006, Xi’an, China, August 14-16, 2006 (LNCS 4093).
• Reda Alhajj, Hong Gao, Xue Li, Jianzhong Li and Osmar R. Zaïane (Editors), Advanced Data Mining and Applications -- Third International Conference, ADMA 2007, Harbin, China, August 6-8, 2007 (LNCS 4632).
• Xiaohui Liu, Paul Cohen, Michael Berthold (Eds.), Advances in Intelligent Data Analysis -- Reasoning about Data -- Second International Symposium, IDA-97, London, UK, August 4-6, 1997 (LNCS 1280).
• Tsau Young Lin, Setsuo Ohsuga, Churn-Jung Liau and Xiaohua Hu (Editors), Foundations and Novel Approaches in Data Mining (selected papers from the second workshop on Foundations and New Directions of Data Mining), Springer, 2006.