An introduction to statistical learning : with applications in R / Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani.

Sábháilte in:
Sonraí bibleagrafaíochta
Foilsithe / Cruthaithe: New York : Springer, [2013]
©2013
Rannpháirtithe:
Sraith:Springer texts in statistics
Ábhair:
Formáid: LEABHAR
Clár na nÁbhar:
  • Introduction
  • Statistical learning
  • Linear regression
  • Classification
  • Resampling methods
  • Linear model selection and regularization
  • Moving beyond linearity
  • Tree-based methods
  • Support vector machines
  • Unsupervised learning.