SELECTED BOOKS

Knowledge Discovery and Data Mining

• "Data Mining: Practical Machine Learning Tools and Techniques (Third Edition)" I.H. Witten, E. Frank, M. Hall. Morgan Kaufmann Publishers. 2011.
• Introduction to Data Mining P.-N. Tan, M. Steinbach, V. Kumar. Addison-Wesley 2005. ISBN-10: 0321321367 ISBN-13: 9780321321367
• "Data Mining: Concepts and Techniques". J. Han and M. Kamber. Morgan Kaufmann Publishers. 2001. ISBN: 1-55860-489-8.
• "Advances in Knowledge Discovery and Data Mining". Eds.: Fayyad, Piatetsky-Shapiro, Smyth, and Uthurusamy. The MIT Press, 1995.
• "Data Mining. Technologies, Techniques, Tools, and Trends". B. Thuraisingham. CRC, 1998.
• "Data Mining. A hands-on approach for business professionals". R. Groth. Prentice Hall, 1998.
• "Data Preparation for Data Mining". Dorian Pyle, 3/99.
• "Data Mining". P. Adriaans & D. Zantinge
• "Data Mining Methods for Knowledge Discovery" Cios, Pedrycz, & Swiniarski, 1998.
• "Data Mining Techniques for Marketing, Sales and Customer Support". Berry & Linoff.
• "Decision Support using Data Mining". Anand and Buchner.
• "Feature Selection for Knowledge Discovery and Data Mining". Liu and Motoda.
• "Feature Extraction, Construction and Selection: A Data Mining Perpective". Eds: Motoda and Liu.
• "The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data". Ronen Feldman, James Sanger. 2006.
• "Knowledge Acquisition from Databases". Xindong Wu.
• "Mining Very Large Databases with Parallel Processing". Alex Freitas, Simon Lavington.
• "Predictive Data-Mining: A Practical Guide". Weiss & Indurkhya.
• "Machine Learning and Data Mining: Methods and Applications." Michalski, Bratko, and Kubat, 1998; John Wiley & Sons.
• "Mining Very Large Databases with Parallel Processing". Freitas & Lavington.
• "Rough Sets and Data Mining: Analysis of Imprecise Data." Eds: Lin and Cercone; Kluwer.
• "Seven Methods for Transforming Corporate Data into Business Intelligence". Vasant Dhar and Roger Stein; Prentice-Hall, 1997.
• Web Data Mining Exploring Hyperlinks, Contents, and Usage Data Series: Data-Centric Systems and Applications Bing Liu. 2007.

Machine Learning (outdated - will update when I have the time)

• "Machine Learning". Tom M. Mitchell. McGraw-Hill, 1997.
• "Elements of Machine Learning". P. Langley. Morgan Kaufmann Publishers, Inc. 1996.
• "Data Mining: Practical Machine Learning Tools and Techniques (Second Edition)". I.H. Witten and E. Frank. Morgan Kaufmann Publishers. 2005. ISBN: 0-12-088407-0

General AI

• "Artificial Intelligence: A Modern Approach". S. Russell, P. Norvig. 3rd edition. Prentice Hall, 2009.
• "Artificial Intelligence: Theory and Practice". T. Dean, J. Allen, Y. Aloimonos. The Benjamin/Cummings Publishing Company, Inc. 1995.
• "Readings in Artificial Intelligence". B. L. Webber, N. J. Nilsson, eds. Tioga Publishing Company, 1981.
• "Artificial Intelligence". 3rd edition. Patrick H. Winston. Addison Wesley.
• "The Elements of Artificial Intelligence Using Common Lisp". S. L. Tanimoto. Computer Science Press 1990.
• "Artificial Intelligence" Second edition. E. Rich and K. Knight. McGraw Hill 1991.
• "Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp". P. Norvig. Morgan Kaufmann Publishers, 1992.
• "Essentials of Artificial Intelligence". M. Ginsberg. Morgan Kaufmann Publishers, 1993.
• "Artificial Intelligence Structures and Strategies for Complex Problem Solving". Third edition. G. F. Luger and W. A. Stubblefield. Addison-Wesley, 1998.
• "Logical Foundations of Artificial Intelligence". M.R. Genesereth and N. Nilsson. Morgan Kaufmann, 1987.

Databases

• "A First Course in Database Systems". J. Ullman, J. Widom. Prentice-Hall, 1997.
• "Database Management Systems", 2nd ed. R. Ramakrishnan. McGraw-Hill, 1999.
• Advanced Database Systems". C. Zaniolo, S. Ceri, C. Faloutsos, R.T. Snodgrass, V.S. Subrahmanian, R. Zicari. The Morgan Kaufmann, 1997.
• "Readings in Database Systems". 2nd Edition. Ed. M. Stonebraker. 1994, Morgan Kaufmann.

Statistics

• "Statistical Inference for Management and Economics". P. Billingsley, D. Croft, D. Huntsberger, C. Watson. Boston: Allyn and Bacon, Inc. 1986.
• "Probability and Statistics". 2nd edition. M. DeGroot. Addison Wesley, 1986.
• "Statistical Inference". G. Casella, R. Berger. Wadsworth and Brooks/Cole, 1990.

OTHER ONLINE RESOURCES

Data Sets

• Univ. of California Irvine Machine Learning Data Repository.
• Univ. of California Irvine KDD Data Repository.
• Datasets for Data Mining
• Datamob - Public data put to good use.
• Time Series Data Library
• CMU's StatLib-Datasets Archive
• Stanford Large Network Dataset Collection (SNAP)
• 100+ Interesting Data Sets for Statistics

KDD

• ACM SIGKDD.
• KDNuggets: Data Mining and Knowledge Discovery Resources
• RPI's Data Mining Links
• KDD Research Groups
  • Data Miners - Dept. of Computer Science. Univ. of Helsinki

KDD Commercial Products / Prototypes

• IBM's Intelligent Miner
• SGI's MineSet
• SFU's DBMiner

Data Warehousing and OLAP

• The Data Warehousing Information Center
• Data Warehousing and OLAP - A Research-Oriented Bibliography
• OLAP Council White Paper

Machine Learning

• Tom Mitchell's Machine Learning Course - Spring 2011. CMU
• Yaser Abu-Mostafa's Learning from Data Course. Caltech.
• Tom Fawcett's Machine Learning Classifier Gallery
• Online Machine Learning Resources
• Machine Learning Resources
• Machine Learning Papers
• UCI Machine Learning
• Reinforcement Learning and Friends at Carnegie Mellon
• A Bibliography on Automatic Text Categorization
• Read the Web: Research Project at Carnegie Mellon University

Statistics

• CMU's StatLib
• Universiteit van Amsterdam

General AI

• AItopics.org
• Interesting AI Demos and Projects
• MIT's AI Course Demos
• Russell and Novig's AI on the Web
• Challenge Problems for Artificial Intelligence
• Miscelaneous AI Systems and Applications:
  • Mars Exploration Rovers
  • Google's driverless cars
  • DARPA Grand Challenge Robotics Car
  • DARPA Grand Challenge Humanoid Robots
  • IBM's Watson Computer
  • RoboCup
  • Robot Soccer at CMU
  • Navigation - Google maps
  • Siri: Apple's personal assistant
  • International Planning Competitions