The ``official'' (primary recommended) text for the class is:
- Witten, I. H and Frank, E., Data Mining: Practical Machine
Learning Tools and Techniques with Java Implementations, Morgan
Kaufmann, 2000.
It didn't get ordered to the bookstore, but I believe that you can
order it through them or your favorite online book retailer.
Some other very useful texts include:
- Hastie, T., Tibshirani, R., and Friedman,
J. The Elements of Statistical Learning: Data Mining,
Inference, and Prediction, Springer, 2001.
- Sutton, R. and Barto, A., Reinforcement Learning, MIT
Press, 1998. (Available in full text online, if you look around a
bit.)
- Hand, D., Mannila, H., and Smyth, P., Principles of Data
Mining, MIT Press, 2001.
- Mitchell, T. M., Machine Learning, McGraw-Hill, 1997.
I will attempt to make these available on reserve at the library, and
may also be able to make electronic excerpts available as well.
Terran Lane
2004-08-24