
An Introduction to Statistical Learning: with Applications in R
Author(s): Gareth James (Author), Daniela Witten (Author), Trevor Hastie (Author)
- Publisher: Springer
- Publication Date: 25 Jun. 2013
- Language: English
- Print length: 442 pages
- ISBN-10: 1461471397
- ISBN-13: 9781461471394
Book Description
Introduction.- Statistical Learning.- Linear Regression.- Classification.- Resampling Methods.- Linear Model Selection and Regularization.- Moving Beyond Linearity.- Tree-Based Methods.- Support Vector Machines.- Unsupervised Learning.- Index.
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