Books

• Selected Books
  1. Handbook of Computational Statistics - James E. Gentle, Wolfgang Härdle, Yuichi Mori. Springer, 2004.
  2. Data Mining Using SAS Enterprise Miner - Randall Matignon. Wiley, 2007, See also sasenterpriseminer.com
  3. Introduction to Machine Learning - Ethem Alpaydin. The MIT Press, 2004.
  4. The Data Mining and Knowledge Discovery Handbook - Oded Maimon, Lior Rocach. Springer, 2005 [1383 pages].
  5. Combinining Pattern Classifiers - Ludmila Kuncheva. Wiley, 2004. Includes a chapter on boosting and bagging.
  6. Text Mining Application Programming - Manu Konchady. Thomson, 2006. [Book Review]
  7. Discovering Knowledge in Data: An Introduction to Data Mining - Daniel T. Larose . Data Mining Consultant. [Book review]
  8. Data Mining Methods and Models - Daniel T. Larose . Data Mining Consultant.
  9. Introduction to Data Mining - Pang-Ning Tan, Michael Steinbach, Vipin Kumar. Addison-Wesley, 2006.
  10. The Elements of Statistical Learning - Trevor Hastie, Rob Tibsharani, Jerome Friedman. Springer Series in Statistics, 2001.
  11. Data Mining: Introductory and Advanced Topics - Margaret Dunham. Prentice Hall, 2003. Includes software reviews.
  12. Pattern Recognition - Sergios Theodoridis, Konstantinos Koutroumbas. Elsevier, 2003.
  13. Using Multivariate Statistics - Barbara Tabachnik, Linda Fidell. Allyn And Bacon, 2001.
  14. Implementing Six Sigma: Smarter Solutions Using Statistical Methods - Forrest Breyfogle. Wiley, 2003 [1186 pages].
  15. Modern Applied Statistics with S - William Venables, Brian Ripley. Springer Series in Statistics, 2002.
  16. Numerical Recipes in C (with CD Rom) - William H. Press et al. Cambridge University Press.
  17. Algorithms with C (with CD Rom) - Kyle Loudon. O'Reilly, 1999.
  18. Neural, Novel & Hybrid Algorithms for Time Series Prediction (with CD Rom) - Timothy Masters. Wiley, 1995.
  19. Mining the Web: Analysis of Hypertext and Semi Structured Data - Soumen Chakrabarti. The Morgan Kaufmann Series in Data Management Systems, 2003.
  20. HTTP: Understanding Web Internals - David Gourley, Brian Totty. O'Reilly, 2002.
  21. Professional Stock Trading: System Design and Automation - Mark R. Conway, Aaron N. Behle.
  22. Credit Risk Scorecards - Naeem Siddiqi. Wiley, 2006.
  23. Credit Scoring and Its Applications - Lyn Thomas, David Edelman, Jonathan Crook. SIAM Monographs on Mathematical Modeling and Computation, 2002. With CD Rom.
  24. The Text Mining Handbook - Ronen Feldman, James Sanger. Cambridge University Press, 2007.
  25. Computer Science Handbook - Allen Tucker, Ed. Chapman & Hall / CRC, 2004 [2752 pages].
  26. Probabilités, Analyse des Données et Statistique - Gilbert Saporta. Technip, 2006 [622 pages].
  27. Data Mining et Statistique Décisionnelle - Stéphane Tufféry. Technip, 2005.
  28. Advances in Neural Information Processing Systems - Yair Weiss, Bernhard Scholkopf, John Platt (Ed.) The MIT Press, 2006 [1668 pages].
  29. Statistics, Methods and Applications - Thomas Hill, Pawel Lewicki. StatSoft, 2006 [832 pages]. Comprehensive.

• Directories
  1. Abbott Analytics - Book listing
  2. KDNuggets - Data Mining Books: Professional and Business-oriented
  3. KDNuggets - Introductory/ Textbooks on Data Mining and Knowledge Discovery
  4. Google Search - Data Mining Books
  5. Thearling - Selected books focusing on data mining techniques
  6. Wiley Publishing Company - Data Analysis, Machine Learning and Data Mining Books
  7. Advanced Trading Research - Recommended books about automated trading
  8. SAS Books - From the SAS website
  9. Text Mining - Amazon
  10. Data Mining - Amazon
  11. Web Mining - Amazon