TY - BOOK AU - Hastie,Trevor AU - Tibshirani,Robert AU - Friedman,J.H. TI - The elements of statistical learning: data mining, inference, and prediction SN - 9780387848570 (hardcover : alk. paper) U1 - R 006.31 TRE(ELE)Ed2 PY - 2009/// CY - New York, NY PB - Springer KW - Machine learning KW - Statistics KW - Data mining KW - Bioinformatics KW - Inference KW - Forecasting KW - Computational intelligence N1 - Introduction Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 1-8 Overview of Supervised Learning Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 9-41 Linear Methods for Regression Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 43-99 Linear Methods for Classification Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 101-137 Basis Expansions and Regularization Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 139-189 Kernel Smoothing Methods Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 191-218 Model Assessment and Selection Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 219-259 Model Inference and Averaging Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 261-294 Additive Models, Trees, and Related Methods Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 295-336 Boosting and Additive Trees Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 337-387 Neural Networks Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 389-416 Support Vector Machines and Flexible Discriminants Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 417-458 Prototype Methods and Nearest-Neighbors Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 459-483 Unsupervised Learning Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 485-585 Random Forests Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 587-604 Ensemble Learning Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 605-624 Undirected Graphical Models Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 625-648 High-Dimensional Problems: p N Trevor Hastie, Robert Tibshirani, Jerome Friedman Pages 649-698 Back Matter ER -