An Introduction to Statistical Learning: with Applications in R

An Introduction to Statistical Learning: with Applications in R book cover

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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