The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition

Trevor Hastie; Robert Tibshirani; Jerome Friedman

ISBN 10: 0387848843 / ISBN 13: 9780387848846

Published by Springer, 2009

About this Item

Seller Inventory # 3769901_1d0

Bibliographic Details

• Title: The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition
• Publisher: Springer
• Publication Date: 2009
• Language: English
• ISBN 10: 0387848843
• ISBN 13: 9780387848846
• Binding: Soft cover
• Condition: Very Good

About this title

Synopsis

Introduction.- Overview of supervised learning.- Linear methods for regression.- Linear methods for classification.- Basis expansions and regularization.- Kernel smoothing methods.- Model assessment and selection.- Model inference and averaging.- Additive models, trees, and related methods.- Boosting and additive trees.- Neural networks.- Support vector machines and flexible discriminants.- Prototype methods and nearest-neighbors.- Unsupervised learning.