Data Mining - Selection of References
also, you may want to check my list of references on ANNs and intelligent control

 

  1. Selection of Books on Data Mining
  2. General Information about Data Mining
  3. Data Mining Tools
  4. Data Mining Bibliographies and On-line Papers
  5. Courses
  6. Sites with miscellaneous Data Mining links and resources
  7. Data Mining Research Groups
  8. Support & Relevance Vector Machines
  9. Reinforcement Learning

 

Selection of Books on Data Mining

  • Jiawei Han, Micheline Kamber, Data Mining: Concepts and Techniques, Hardcover: 770 pages, Publisher: Elsevier Science Ltd (The Morgan Kaufmann Series in Data Management Systems); 2nd edition (Apr 2006), ISBN-10: 1558609016, ISBN-13: 9781558609013 links 1 2
  • Fuzzy Modeling and Genetic Algorithms For Data Mining and Exploration, Earl Cox, Dec 2004, Format: Paperback: 530 pages, Publisher: Elsevier Science Ltd (The Morgan Kaufmann Series in Data Management Systems), ISBN-10: 0121942759, ISBN-13: 9780121942755Data Mining: Practical Machine Learning Tools and Techniques, Ian H. Witten, Eibe Frank, Paperback: 525 pages, 2 edition (June 10, 2005), Publisher: Morgan Kaufmann (Morgan Kaufmann Series in Data Management Systems); ISBN-10: 0120884070, ISBN-13: 978-0120884070.

Towards applications

  • Web Data Mining, Exploring Hyperlinks, Contents and Usage Data, Bing Liu,Springer, ISBN-10: 3-540-37881-2, ISBN-13: 978-3-540-37881-5, December, 2006.

  • Web Data Mining and Applications in Business Intelligence and Counter-Terrorism, Bhavani Thuraisingham, ISBN-10: 0849314607, ISBN-13: 9780849314605, Hardcover, June 2003, CRC Press and the tutorial from 2005 conferences
  • Mining the Web: Discovering Knowledge from Hypertext Data, Soumen Chakrabarti, Hardcover, ISBN-10: 1558607544, ISBN-13: 9781558607545, 2002, Morgan Kaufmann Pub.
  • Mining the Web: Transforming Customer Data into Customer Value, Author: Gordon Linoff, Michael J. A. Berry, Format: Paperback: 348 pages, Feb 2002, Publisher: John Wiley & Sons Inc, ISBN-10: 0471416096, ISBN-13: 9780471416098
  • Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management, Author: Berry, Gordon S. Linoff, Format: Paperback, 648 pages, Edition: 2 ( Apr 2004), Publisher: John Wiley & Sons Inc, ISBN-10: 0471470643, ISBN-13: 9780471470649
  • Data Munging With Perl, Author: David Cross, (Paperback, Dec 2000), Publisher: Independent Pub Group, ISBN-10: 1930110006, ISBN-13: 9781930110007
  • Web Content Mining With Java: Techniques for Exploiting the World Wide Web, Author: Tony Loton, Publisher: John Wiley & Sons Inc, (Paperback, Apr 2002), 305 pages, ISBN-10: 047084311X, ISBN-13: 9780470843116
  • The Data Webhouse Toolkit: Building the Web-Enabled Data Warehouse, Author: Ralph Kimball, Richard Merz, Publisher: John Wiley & Sons Inc, (Paperback, Jan 2000), 401 pages, ISBN-10: 0471376809, ISBN-13: 9780471376804
  • Data Mining Your Website, Author: Jesus Mena, Publisher: Elsevier Science Ltd, (Paperback, Jul 1999), 368 pages, ISBN-10: 1555582222, ISBN-13: 9781555582227.

 

  • Randall Matignon, Neural Network Modeling using SAS Enterprise Miner, AuthorHouse, Aug.2005, ISBN-10: 1418423416, ISBN-13: 978-1418423414
  • Randall Matignon, Data Mining Using SAS Enterprise Miner, Wiley Series in Computational Statistics, Wiley-Interscience, Aug. 2007, ISBN-10: 0470149019, ISBN-13: 978-0470149010
  • Ron Cody, Learning SAS by Example: A Programmer's Guide, SAS Publishing, March 2007, ISBN-10: 1599941651, ISBN-13: 978-1599941653

 

Related:

  • How to Solve It: Modern Heuristics, David B. Fogel, Zbigniew Michalewicz, Springer-Verlag, ISBN-10: 3540224947, Hardcover, 2005

Pattern recogntion:

  • David MacKay, Information Theory, Pattern Recognition and Neural Networks, Hardcover, ISBN: 0521642981, 2003, Cambridge Univ Press link1 link2
  • Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer (2006), Publisher: Springer; 1 edition (August 17, 2006), Language: English, ISBN-10: 0387310738, ISBN-13: 978-0387310732 link1 link2
  • Christopher M. Bishop, Neural Networks for Pattern Recognition (Paperback), Paperback: 504 pages, Publisher: Oxford University Press, USA (January 18, 1996), ISBN-10: 0198538642, ISBN-13: 978-0198538646

 

General Information about Data Mining

  • For general information about data mining

Data Mining Tools

  • Matlab
    • Matlab documentation (User's Guides, etc.), available for free at Matlab Help Desk.
    • Student Edition of MATLAB Version 5 for Windows (Textbook Binding) by Mathworks, Mathworks Staff, MathWorks Inc. Prentice Hall; Bk&CD-Rom edition (April 28, 1997), Language: English, ISBN-10: 0132724774, ISBN-13: 978-0132724777 link1

Data Mining Bibliographies and On-line Papers

Courses on Data Mining

Sites with miscellaneous Data Mining links and resources.

Data Mining Research Groups

    Many academic research groups are doing research into data mining. Here are links to a few of them:
  • .

Support & Relevance Vector Machines

These related supervised learning methods used for classification and regression, beloning to a family of generalized linear classifiers. Here are a few links to pages about SVMs & RVMs: