Introductory/ Textbooks on Data Mining and Knowledge Discovery |
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- Michael Berry & Gordon Linoff,
Mastering Data Mining, John Wiley & Sons, 2000.
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Patricia Cerrito,
Introduction to Data Mining Using SAS Enterprise Miner,
ISBN: 978-1-59047-829-5, SAS Press, 2006.
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K. Cios, W. Pedrycz, R. Swiniarski, L. Kurgan,
Data Mining: A Knowledge Discovery Approach,
Springer, ISBN: 978-0-387-33333-5, 2007.
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Margaret Dunham,
Data Mining Introductory and Advanced Topics,
ISBN: 0130888923, Prentice Hall, 2003.
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U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, R. Uthurusamy, editors,
Advances in Knowledge Discovery and Data Mining,
AAAI/MIT Press, 1996
(order on-line from
Amazon.com or from
MIT Press).
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Jiawei Han, Micheline Kamber,
Data Mining : Concepts and Techniques, 2nd edition,
Morgan Kaufmann, ISBN 1558609016, 2006.
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David J. Hand, Heikki Mannila and Padhraic Smyth,
Principles of Data Mining, MIT Press, Fall 2000
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Trevor Hastie, Robert Tibshirani, Jerome Friedman,
The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Springer Verlag, 2001.
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Mehmed Kantardzic,
Data Mining: Concepts, Models, Methods, and Algorithms,
ISBN: 0471228524, Wiley-IEEE Press, 2002.
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Daniel T. Larose,
Discovering Knowledge in Data: An Introduction to Data Mining,
ISBN: 0471666572, John Wiley, 2004 (see also
companion site for Larose book).
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Glenn J. Myatt,
Making Sense of Data: A Practical Guide to Exploratory Data Analysis and Data Mining, John Wiley, ISBN: 0-470-07471-X, November 2006.
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Robert Nisbet, John Elder, IV and Gary Miner,
Handbook of Statistical Analysis and Data Mining Applications,
Elsevier, 2009. ISBN: 978-0-12-374765-5
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Olivia Parr Rud,
Data Mining Cookbook, modeling data for marketing, risk, and CRM. Wiley, 2001.
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Pang-Ning Tan, Michael Steinbach, Vipin Kumar,
Introduction to Data Mining, Pearson Addison Wesley (May, 2005).
Hardcover: 769 pages. ISBN: 0321321367
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Sholom M. Weiss and Nitin Indurkhya,
Predictive Data Mining: A Practical Guide, Morgan Kaufmann, 1997
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Graham Williams,
Data Mining Desktop Survival Guide, on-line book (PDF).
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Ian Witten and Eibe Frank,
Data Mining, Practical Machine Learning Tools and Techniques with Java Implementations,
Morgan Kaufman, ISBN 1558605525, 1999.
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Ian Witten and Eibe Frank,
Data Mining: Practical Machine Learning Tools and Techniques,
2nd Edition, Morgan Kaufmann, ISBN 0120884070, 2005.
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