Data Mining

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Architecture, algorithms, statistical techniques, real life problems, real time, distributed systems, software. Emphasis on very large data sets.

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Selected Books

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

Directories

Abbott Analytics - Book listing
KDNuggets - Data Mining Books: Professional and Business-oriented
KDNuggets - Introductory/ Textbooks on Data Mining and Knowledge Discovery
Google Search - Data Mining Books
Thearling - Selected books focusing on data mining techniques
Wiley Publishing Company - Data Analysis, Machine Learning and Data Mining Books
Advanced Trading Research - Recommended books about automated trading
SAS Books - From the SAS website
Text Mining - Amazon
Data Mining - Amazon
Web Mining - Amazon