The Elements of
Statistical Learning:
Data Mining, Inference, and Prediction.
Second Edition
February 2009
Trevor Hastie
Robert Tibshirani
Jerome Friedman
What's new in the 2nd edition?
Download the book PDF (corrected 10th printing)
"... a beautiful book".
  David Hand, Biometrics 2002
"An important contribution that will become a classic"
  Michael Chernick, Amazon 2001