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Data mining meta-directory: general resources with emphasis on fraud detection, CRM, advertising technology, web mining, probabilistic trading, scorecards, risk management, market research, business intelligence, artificial intelligence, statistical technology, information retrieval, computational marketing.

Books

  • Selected Books

    1. Web Data Mining. Exploring Hyperlinks, Contents and Usage Data - Bing Liu. Springer, 2007. Contains 622 references and 532 pages.
    2. Handbook of Computational Statistics - James E. Gentle, Wolfgang Härdle, Yuichi Mori. Springer, 2004.
    3. Data Mining Using SAS Enterprise Miner - Randall Matignon. Wiley, 2007, See also sasenterpriseminer.com
    4. Introduction to Machine Learning - Ethem Alpaydin. The MIT Press, 2004.
    5. The Data Mining and Knowledge Discovery Handbook - Oded Maimon, Lior Rocach. Springer, 2005 [1383 pages].
    6. Combinining Pattern Classifiers - Ludmila Kuncheva. Wiley, 2004. Includes a chapter on boosting and bagging.
    7. Text Mining Application Programming - Manu Konchady. Thomson, 2006. [Book Review]
    8. Discovering Knowledge in Data: An Introduction to Data Mining - Daniel T. Larose . Data Mining Consultant. [Book review]
    9. Data Mining Methods and Models - Daniel T. Larose . Data Mining Consultant.
    10. Introduction to Data Mining - Pang-Ning Tan, Michael Steinbach, Vipin Kumar. Addison-Wesley, 2006.
    11. The Elements of Statistical Learning - Trevor Hastie, Rob Tibsharani, Jerome Friedman. Springer Series in Statistics, 2001.
    12. Data Mining: Introductory and Advanced Topics - Margaret Dunham. Prentice Hall, 2003. Includes software reviews.
    13. Pattern Recognition - Sergios Theodoridis, Konstantinos Koutroumbas. Elsevier, 2003.
    14. Using Multivariate Statistics - Barbara Tabachnik, Linda Fidell. Allyn And Bacon, 2001.
    15. Implementing Six Sigma: Smarter Solutions Using Statistical Methods - Forrest Breyfogle. Wiley, 2003 [1186 pages].
    16. Modern Applied Statistics with S - William Venables, Brian Ripley. Springer Series in Statistics, 2002.
    17. Numerical Recipes in C (with CD Rom) - William H. Press et al. Cambridge University Press.
    18. Algorithms with C (with CD Rom) - Kyle Loudon. O'Reilly, 1999.
    19. Neural, Novel & Hybrid Algorithms for Time Series Prediction (with CD Rom) - Timothy Masters. Wiley, 1995.
    20. Mining the Web: Analysis of Hypertext and Semi Structured Data - Soumen Chakrabarti. The Morgan Kaufmann Series in Data Management Systems, 2003.
    21. HTTP: Understanding Web Internals - David Gourley, Brian Totty. O'Reilly, 2002.
    22. Professional Stock Trading: System Design and Automation - Mark R. Conway, Aaron N. Behle.
    23. Credit Risk Scorecards - Naeem Siddiqi. Wiley, 2006.
    24. Credit Scoring and Its Applications - Lyn Thomas, David Edelman, Jonathan Crook. SIAM Monographs on Mathematical Modeling and Computation, 2002. With CD Rom.
    25. The Text Mining Handbook - Ronen Feldman, James Sanger. Cambridge University Press, 2007.
    26. Computer Science Handbook - Allen Tucker, Ed. Chapman & Hall / CRC, 2004 [2752 pages].
    27. Probabilités, Analyse des Données et Statistique - Gilbert Saporta. Technip, 2006 [622 pages].
    28. Data Mining et Statistique Décisionnelle - Stéphane Tufféry. Technip, 2005.
    29. Advances in Neural Information Processing Systems - Yair Weiss, Bernhard Scholkopf, John Platt (Ed.) The MIT Press, 2006 [1668 pages].
    30. 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


 
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