An Introduction to Statistical Learning

  • Author : Gareth James
  • Publsiher : Springer Science & Business Media
  • Release : 24 June 2013
  • ISBN : 9781461471387
  • Page : 426 pages
  • Rating : 5/5 from 2 voters

Download or read online book entitled An Introduction to Statistical Learning written by Gareth James and published by Springer Science & Business Media. This book was released on 24 June 2013 with total page 426 pages. Available in PDF, EPUB and Kindle. Get best books that you want by click Get Book Button and Read as many books as you like. Book Excerpt : 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.

An Introduction to Statistical Learning

An Introduction to Statistical Learning
Author: Gareth James,Daniela Witten,Trevor Hastie,Robert Tibshirani
Publisher: Springer Science & Business Media
Relase: 2013-06-24
ISBN: 9781461471387
GET BOOK

Machine Learning and Data Science

Machine Learning and Data Science
Author: Daniel D. Gutierrez
Publisher: Technics Publications
Relase: 2015-11-01
ISBN: 9781634620987
GET BOOK

An Introduction to Statistical Learning

An Introduction to Statistical Learning
Author: Gareth James,Daniela Witten,Trevor Hastie,Robert Tibshirani
Publisher: Springer
Relase: 2021-06-09
ISBN: 1071614177
GET BOOK

An Elementary Introduction to Statistical Learning Theory

An Elementary Introduction to Statistical Learning Theory
Author: Sanjeev Kulkarni,Gilbert Harman
Publisher: John Wiley & Sons
Relase: 2011-06-09
ISBN: 1118023463
GET BOOK

An Introduction to Statistical Learning

An Introduction to Statistical Learning
Author: Gareth James,Daniela Witten,Trevor Hastie,Robert Tibshirani
Publisher: Springer
Relase: 2013-06-25
ISBN: 1461471397
GET BOOK

Introduction to Statistical Machine Learning

Introduction to Statistical Machine Learning
Author: Masashi Sugiyama
Publisher: Morgan Kaufmann Publishers
Relase: 2015-10-12
ISBN: 0128021217
GET BOOK

An Introduction to Statistical Learning

An Introduction to Statistical Learning
Author: Robert Harrell
Publisher: Createspace Independent Publishing Platform
Relase: 2017-09-14
ISBN: 1984173103
GET BOOK

An Introduction to Statistical Learning

An Introduction to Statistical Learning
Author: Peter Forrest
Publisher: Createspace Independent Publishing Platform
Relase: 2017-07-04
ISBN: 1979811040
GET BOOK

An Introduction to Statistics with Python

An Introduction to Statistics with Python
Author: Thomas Haslwanter
Publisher: Springer
Relase: 2016-08-02
ISBN: 3319283154
GET BOOK

Learning from Data

Learning from Data
Author: Arthur M. Glenberg,Matthew E. Andrzejewski
Publisher: Routledge
Relase: 2008
ISBN: 0805849211
GET BOOK

Statistical Learning with Sparsity

Statistical Learning with Sparsity
Author: Trevor Hastie,Robert Tibshirani,Martin Wainwright
Publisher: Chapman and Hall/CRC
Relase: 2015-05-07
ISBN: 1498712169
GET BOOK

Neural Networks and Statistical Learning

Neural Networks and Statistical Learning
Author: Ke-Lin Du,M. N. S. Swamy
Publisher: Springer Nature
Relase: 2019-09-12
ISBN: 9781447174523
GET BOOK

Statistical Learning Theory

Statistical Learning Theory
Author: Vladimir Naumovich Vapnik,VLADIMIR AUTOR VAPNIK,Vladimir N. Vapnik
Publisher: Wiley-Interscience
Relase: 1998-09-30
ISBN: UOM:39076002704257
GET BOOK

Studyguide for an Introduction to Statistical Learning

Studyguide for an Introduction to Statistical Learning
Author: Cram101 Textbook Reviews
Publisher: Cram101
Relase: 2014-06-18
ISBN: 1497014441
GET BOOK

The Elements of Statistical Learning

The Elements of Statistical Learning
Author: Trevor Hastie,Robert Tibshirani,Jerome Friedman
Publisher: Springer Science & Business Media
Relase: 2013-11-11
ISBN: 9780387216065
GET BOOK