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An introduction to statistical learning : with applications in R / Gareth James ... [et al.].

Contributor(s): James, Gareth.
Material type: materialTypeLabelBookCall no.: MATH QA 2013 624541Series: Springer texts in statistics: 103.Publication: New York : Springer, c2013Description: xiv, 426 p. : ill. (some col.) ; 24 cm.Notes: Includes bibliographical references and index.ISBN: 9781461471370; 1461471370.Other title: Statistical learning [Portion of title].Subject(s): Mathematical statistics | Mathematical models | Mathematical statistics -- Problems, exercises, etc | Mathematical models -- Problems, exercises, etc | R (Computer program language) | Statistics
Contents:
Introduction -- Statistical learning -- Linear regression -- Classificaiton -- Resampling methods -- Linear model selection and regularization -- Moving beyond linearity -- Tree-based methods -- Support vector machines -- Unsupervised learning.
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Book Book Puey Ungphakorn Library (Econ., Tha Prachan Campus)
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คป.348 ภาคการศึกษาที่ 1

CS 655

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Includes bibliographical references and index.

Introduction -- Statistical learning -- Linear regression -- Classificaiton -- Resampling methods -- Linear model selection and regularization -- Moving beyond linearity -- Tree-based methods -- Support vector machines -- Unsupervised learning.

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