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.
Shmueli, Galit, Nitin Patel, Peter Bruce,
Data Mining for Business Intelligence,
Concepts, Techniques, and Applications in Microsoft Office Excel with XLMiner,
ISBN: 0-470-08485-5, December 2006.
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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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