An Introduction to Statistical Learning: with Applications in R

by James, Gareth
ISBN: 9781071614204
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Overview

Preface.- 1 Introduction.- 2 Statistical Learning.- 3 Linear Regression.- 4 Classification.- 5 Resampling Methods.- 6 Linear Model Selection and Regularization.- 7 Moving Beyond Linearity.- 8 Tree-Based Methods.- 9 Support Vector Machines.- 10 Deep Learning.- 11 Survival Analysis and Censored Data.- 12 Unsupervised Learning.- 13 Multiple Testing.- Index.
  • Format: TradePaperback
  • Author: James, Gareth
  • ISBN: 9781071614204
  • Condition: Used
  • Dimensions: 9.21 x 1.26
  • Number Of Pages: 624
  • Publication Year: 2022
Language: English