Linear Models with R (Chapman & Hall/CRC Texts in Statistical Science) - Hardcover

Faraway, Julian J.

 
9781439887332: Linear Models with R (Chapman & Hall/CRC Texts in Statistical Science)
Hardcover
ISBN 10: 1439887330 ISBN 13: 9781439887332
Publisher: Chapman and Hall/CRC, 2014

Synopsis

A Hands-On Way to Learning Data Analysis

Part of the core of statistics, linear models are used to make predictions and explain the relationship between the response and the predictors. Understanding linear models is crucial to a broader competence in the practice of statistics. Linear Models with R, Second Edition explains how to use linear models in physical science, engineering, social science, and business applications. The book incorporates several improvements that reflect how the world of R has greatly expanded since the publication of the first edition.

New to the Second Edition

  • Reorganized material on interpreting linear models, which distinguishes the main applications of prediction and explanation and introduces elementary notions of causality
  • Additional topics, including QR decomposition, splines, additive models, Lasso, multiple imputation, and false discovery rates
  • Extensive use of the ggplot2 graphics package in addition to base graphics

Like its widely praised, best-selling predecessor, this edition combines statistics and R to seamlessly give a coherent exposition of the practice of linear modeling. The text offers up-to-date insight on essential data analysis topics, from estimation, inference, and prediction to missing data, factorial models, and block designs. Numerous examples illustrate how to apply the different methods using R.

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About the Author

Julian J. Faraway

"About this title" may belong to another edition of this title.

Publisher
Chapman and Hall/CRC
Publication date
2014
Language
English
ISBN 10 
1439887330
ISBN 13 
9781439887332
Binding
Hardcover
Edition number
2
Number of pages
286