An Introduction to statistical learning with applications in R

Bibliographic Details
Other Authors: James, Gareth (-)
Format: Book
Language:Inglés
Published: New York : Springer 2013
Series:Springer texts in statistics ; 103
Subjects:
See on Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991006822049706719
Table of Contents:
  • Sumari: 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. Unsupervised learning
  • Index