Download e-book for iPad: An Introduction to Statistical Learning: with Applications by Gareth James,Daniela Witten,Trevor Hastie,Robert Tibshirani

By Gareth James,Daniela Witten,Trevor Hastie,Robert Tibshirani

ISBN-10: 1461471370

ISBN-13: 9781461471370

An creation to Statistical Learning offers an obtainable review of the sector of statistical studying, a vital toolset for making feel of the tremendous and intricate facts units that experience emerged in fields starting from biology to finance to advertising to astrophysics some time past two decades. This publication provides probably the most very important modeling and prediction concepts, besides correct purposes. subject matters contain linear regression, class, resampling equipment, shrinkage ways, tree-based tools, aid vector machines, clustering, and extra. colour pix and real-world examples are used to demonstrate the equipment provided. because the objective of this textbook is to facilitate using those statistical studying thoughts by way of practitioners in technology, undefined, and different fields, every one bankruptcy incorporates a educational on imposing the analyses and techniques provided in R, a very well known open resource statistical software program platform.

Two of the authors co-wrote the weather of Statistical studying (Hastie, Tibshirani and Friedman, second variation 2009), a well-liked reference e-book for statistics and desktop studying researchers. An advent to Statistical Learning covers some of the related issues, yet at a degree obtainable to a wider viewers. This e-book is concentrated at statisticians and non-statisticians alike who desire to use state of the art statistical studying options to research their information. The textual content assumes just a past direction in linear regression and no wisdom of matrix algebra.

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An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics) by Gareth James,Daniela Witten,Trevor Hastie,Robert Tibshirani

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