TY - BOOK AU - James,Gareth AU - Witten,Daniela AU - Hastie,Trevor AU - Tibshirani,Robert TI - An introduction to statistical learning: with applications in R T2 - Springer texts in statistics, SN - 9781461471370 (acidfree paper) AV - QA276 .I58 2013 U1 - 519.5 23 KW - Mathematical statistics KW - Mathematical models KW - Problems, exercises, etc KW - R (Computer program language) KW - Statistics N1 - Includes index; Statistical learning -- Linear regression -- Classification -- resampling methods -- Linear models selection and regularization and regularization -- Moving beyond linearity -- Tree-based methods -- Support Vector machines -- Unsupervised learning ER -