An Introduction to Statistical Learning

Forrest, Peter

ISBN 10: 1979811040 / ISBN 13: 9781979811040

Editore: Createspace Independent Pub, 2017

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Dati bibliografici

• Titolo: An Introduction to Statistical Learning
• Editore: Createspace Independent Pub
• Data di pubblicazione: 2017
• Lingua: Inglese
• ISBN 10: 1979811040
• ISBN 13: 9781979811040
• Rilegatura: paperback
• Condizione: Very Good

Descrizione articolo

Riassunto

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.