Springer Series in Statistics Ser.: Elements of Statistical Learning : Data Mining, Inference, and Prediction by Trevor Hastie, Jerome Friedman, Robert Tibshirani and J. H. Friedman (2009, Hardcover)
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Overview of Supervised Learning. - Basis Expansions and Regularization. - Model Inference and Averaging. - Boosting and Additive Trees. - Neural Networks. - Support Vector Machines and Flexible Discriminants.