An Introduction to Statistical Learning
with Applications in R (Springer Texts in Statistics)
(Hardcover)

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An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

AuthorGareth James
BindingHardcover
EAN9781461471370
Edition1st ed. 2013, Corr. 7th printing 2017
ISBN1461471370
Height925 mm
Length625 mm
Width85 mm
Weight200 g
LanguageEnglish
Language TypePublished
Number Of Items1
Number Of Pages426
Package Quantity8
Product GroupBook
Publication Date2013-08-12
PublisherSpringer
StudioSpringer
Sales Rank2300

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