Linear Models with R (Chapman & Hall/CRC Texts in Statistical Science)
Faraway, Julian J.
ISBN 10: 1439887330 ISBN 13: 9781439887332
Published by Chapman and Hall/CRC (edition 2), 2014
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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.
About the Author: Julian J. Faraway
"About this title" may belong to another edition of this title.
Bibliographic Details
Title: Linear Models with R (Chapman & Hall/CRC ...
Publisher: Chapman and Hall/CRC (edition 2)
Publication Date: 2014
Binding: Hardcover
Condition: Good
Edition: 2.
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Gebunden. Condition: Sehr gut. Gebraucht - Sehr gut Leichte Lagerspuren -Like its widely praised, best-selling predecessor, this second edition explains how to use linear models in physical science, engineering, social science, and business applications. The material on interpreting linear models now distinguishes the main applications of prediction and explanation and introduces elementary notions of causality. This edition also covers QR decomposition, splines, additive models, Lasso, multiple imputation, and false discovery rates. It extensively uses R's ggplot2 graphics package in addition to base graphics. 286 pp. Englisch. Seller Inventory # INF1001460924
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