**Download Ebook An Introduction to Statistical Learning: With Applications in R Free**

**by Gareth James, Trevor Hastie, Robert Tibshirani, Daniela Witten** (With)

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.

*Hardcover, 426 pages*

* Expected publication: December 14th 2015 by Springer (first published June 24th 2013)*

**ISBN :** 1461471370 (ISBN13: 9781461471370)

**edition language :** English

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## An Introduction to Statistical Learning : with Applications in R

**Author is** : *Gareth James*

**Publisher is** : *Springer Science & Business Media*

**release ** : *2013-06-24*

**genre ** : *Mathematics*

**isbn_10 ** : *1461471389*

**isbn_13 ** : *9781461471387*

## An Introduction to Statistical Learning : with Applications in R

**Author is** : *Gareth James*

**Publisher is** : *Springer*

**release ** : *2014-07-11*

**genre ** : *Mathematics*

**isbn_10 ** : *9781461471370*

**isbn_13 ** : *1461471370*

## An Introduction to Statistical Learning : With Applications in R

**Author is** : *Gareth James*

**Publisher is** : *no defined*

**release ** :

**genre ** : *Mathematical models*

**isbn_10 ** :

**isbn_13 ** : *OCLC:1020513587*

## The Elements of Statistical Learning : Data Mining, Inference, and Prediction

**Author is** : *Trevor Hastie*

**Publisher is** : *Springer Science & Business Media*

**release ** : *2013-11-11*

**genre ** : *Mathematics*

**isbn_10 ** : *0387216065*

**isbn_13 ** : *9780387216065*

## An Introduction to Statistics with Python : With Applications in the Life Sciences

**Author is** : *Thomas Haslwanter*

**Publisher is** : *Springer*

**release ** : *2016-07-20*

**genre ** : *Computers*

**isbn_10 ** : *3319283162*

**isbn_13 ** : *9783319283166*

## An Elementary Introduction to Statistical Learning Theory :

**Author is** : *Sanjeev Kulkarni*

**Publisher is** : *John Wiley & Sons*

**release ** : *2011-06-09*

**genre ** : *Mathematics*

**isbn_10 ** : *9781118023464*

**isbn_13 ** : *1118023463*

## Statistical Learning from a Regression Perspective :

**Author is** : *Richard A. Berk*

**Publisher is** : *Springer*

**release ** : *2016-10-26*

**genre ** : *Mathematics*

**isbn_10 ** : *3319440489*

**isbn_13 ** : *9783319440484*

## Machine Learning and Data Science : An Introduction to Statistical Learning Methods with R

**Author is** : *Daniel D. Gutierrez*

**Publisher is** : *Technics Publications*

**release ** : *2015-11-01*

**genre ** : *Computers*

**isbn_10 ** : *1634620984*

**isbn_13 ** : *9781634620987*

## Understanding Complex Datasets : Data Mining with Matrix Decompositions

**Author is** : *David Skillicorn*

**Publisher is** : *CRC Press*

**release ** : *2007-05-17*

**genre ** : *Computers*

**isbn_10 ** : *9781584888338*

**isbn_13 ** : *1584888334*

## Introduction to Statistics and Data Analysis : With Exercises, Solutions and Applications in R

**Author is** : *Christian Heumann*

**Publisher is** : *Springer*

**release ** : *2017-01-26*

**genre ** : *Mathematics*

**isbn_10 ** : *3319461621*

**isbn_13 ** : *9783319461625*

## Computational Probability :

**Author is** : *Winfried K. Grassmann*

**Publisher is** : *Springer Science & Business Media*

**release ** : *2013-03-14*

**genre ** : *Business & Economics*

**isbn_10 ** : *1475748280*

**isbn_13 ** : *9781475748284*

## Foundations and Applications of Statistics: An Introduction Using R , Second Edition :

**Author is** : * Randall Pruim*

**Publisher is** : *American Mathematical Soc.*

**release ** : *2018-04-04*

**genre ** : *Mathematical statistics*

**isbn_10 ** : *1470428482*

**isbn_13 ** : *9781470428488*

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