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An Introduction to Statistical Learning Hardcover by Gareth James In English
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Item specifics
- Condition
- Country/Region of Manufacture
- India
- MPN
- Does Not Apply
- ISBN
- 9781461471370
- Publication Year
- 2017
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Publication Name
- An Introduction to Statistical Learning: with Applications in R
- Item Height
- 235mm
- Publisher
- Springer-Verlag New York Inc.
- Item Width
- 155mm
- Subject
- Computer Science, Mathematics
- Item Weight
- 1014g
- Number of Pages
- 426 Pages
About this product
Product Information
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.
Product Identifiers
Publisher
Springer-Verlag New York Inc.
ISBN-13
9781461471370
eBay Product ID (ePID)
152310611
Product Key Features
Publication Name
An Introduction to Statistical Learning: with Applications in R
Format
Hardcover
Language
English
Subject
Computer Science, Mathematics
Publication Year
2017
Type
Textbook
Number of Pages
426 Pages
Dimensions
Item Height
235mm
Item Width
155mm
Item Weight
1014g
Additional Product Features
Series Title
Springer Texts in Statistics
Country/Region of Manufacture
United States
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eBay item number:196304170037
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