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An introduction to statistical learning : with applications in R /

An introduction to statistical learning : with applications in R / Statistical learning Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani. - xvi, 426 pages : illustrations (some color) ; 24 cm. - Springer texts in statistics, 103 1431-875X ; . - Springer texts in statistics ; 103. .

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.

9781461471370 (acidfree paper) 1461471370 (acidfree paper)

2013936251


Mathematical statistics.
Mathematical models.
Mathematical statistics--Problems, exercises, etc.
Mathematical models--Problems, exercises, etc.
R (Computer program language)
Statistics.

QA276 / .I58 2013

519.5