- Data Mining Books
-
Mining of Massive Datasets, by Jure Leskovec, Anand Rajaraman, Jeff Ullman
-
Introduction to Data Mining, by Pang-Ning Tan, Michael Steinbach, Anuj Karpatne, Vipin Kumar
-
Data Mining and Data Warehousing: Principles and Practical Techniques, by Parteek Bhatia, 2019
-
Mining the Web, by nChakrabarti and
Ramakrishnan, Morgsn Kofman, 2003.
- Data Mining Introductory and Advanced Topics, by Margaret
H. Dunham, Prentice-Hall.
- R. Agrawal, J. Han, and H.
Mannila, Readings in Data Mining: A Database Perspective, Morgan
Kaufmann (in preparation)
- nU.
M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy.
Advances in Knowledge Discovery and Data Mining. AAAI/MIT Press,
1996
- nU.
Fayyad, G. Grinstein, and A. Wierse, Information Visualization in
Data Mining and Knowledge Discovery, Morgan Kaufmann, 2001
- nD.
J. Hand, H. Mannila, and P. Smyth, Principles of Data Mining, MIT
Press, 2001
- nT.
Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical
Learning: Data Mining, Inference, and Prediction, Springer-Verlag,
2001
- nT.
M. Mitchell, Machine Learning, McGraw Hill, 1997
- nG.
Piatetsky-Shapiro and W. J. Frawley. Knowledge Discovery in
Databases. AAAI/MIT Press, 1991
- nS.
M. Weiss and N. Indurkhya, Predictive Data Mining, Morgan Kaufmann,
1998
- nI.
H. Witten and E. Frank, Data
Mining: Practical Machine Learning Tools and Techniques with Java
Implementations, Morgan Kaufmann, 2001
Data Mining Forums
- nKD
Nuggets: http://www.kdnuggets.com
- nConferences:
KDD, ACM-SIGKDD, IEEE-ICDM, SIAM-DM, PKDD, PAKDD,
Machine learning (ML), AAAI, IJCAI, COLT (Learning
Theory), etc.
- nJournal:
Data Mining and Knowledge Discovery, KDD Explorations,
ACM-TODS, IEEE-TKDE,
JIIS, J. ACM, nAI
& Machine Learning, nDatabase
systems (SIGMOD: CD ROM), etc.
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