An introduction to statistical learning : (Record no. 28311)

LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2013936251
INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781461471370
INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1461471370 (acid-free paper)
SUBJECT CATEGORY CODE
Subject category code QA
Source lcco
DEWEY DECIMAL CLASSIFICATION NUMBER
Call number 519.5
MAIN ENTRY--PERSONAL NAME
Authors James, Gareth
TITLE STATEMENT
Title An introduction to statistical learning :
Subtitle with applications in R
Statement of responsibility, etc Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
VARYING FORM OF TITLE
Title proper/short title Statistical learning
PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication New York :
Publisher Springer,
Date c2013.
PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Date ©2013
PHYSICAL DESCRIPTION
Extent xiv, 426 p. :
Other Details ill. (some col.) ;
Size 24 cm.
SERIES STATEMENT
Series statement Springer texts in statistics,
International Standard Serial Number 1431-875X ;
Volume number 103
GENERAL NOTE
General note Includes index.
SUMMARY
Summary 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.

STUDY PROGRAM
Program name CSCI323
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Mathematical statistics
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Mathematical models
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Mathematical statistics
Geographic Problems, exercises, etc.
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Mathematical models
Geographic Problems, exercises, etc.
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading R (Computer program language)
SUBJECT ADDED ENTRY--TOPICAL TERM
Topical Heading Statistics
ADDED ENTRY
Name Witten, Daniela
ADDED ENTRY
Name Hastie, Trevor
ADDED ENTRY
Name Tibshirani, Robert
SERIES UNIFORM TITLE
Series Uniform Title Springer texts in statistics
ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier https://static1.squarespace.com/static/5ff2adbe3fe4fe33db902812/t/6062a083acbfe82c7195b27d/1617076404560/ISLR%2BSeventh%2BPrinting.pdf
Public note eBook
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SERIES UNIFORM TITLE
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Holdings
Lost status Source of classification or shelving scheme Damaged status Not for loan Permanent location Current location Shelving location Date acquired Source of acquisition Full call number Barcode Date last seen Cost, replacement price Price effective from Koha item type Total Checkouts Date last borrowed
        University of Wollongong in Dubai University of Wollongong in Dubai Main Collection 2016-01-19 AMAUK 519.5 JA IN T0053275 2017-01-26 40.49 2017-01-26 REGULAR    
        University of Wollongong in Dubai University of Wollongong in Dubai Main Collection 2016-01-19 AMAUK 519.5 JA IN T0053276 2022-01-24 40.49 2017-01-26 REGULAR 1 2021-10-06

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