Linear models with R

Linear models with R /

This textbook focuses on the practice of regression and analysis of variance. Readers will learn which methods are available and the various situations in which they can be applied.

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Bibliographic Details
Main Author:	Faraway, Julian James
Format:	Book
Language:	English
Published:	Boca Raton : Chapman & Hall/CRC, ©2005.
Series:	Texts in statistical science ; v. 63.
Subjects:	Analysis of variance. Regression analysis. Analysis of Variance Regression Analysis Analyse de variance. Analyse de régression. Lineares Modell Lineaire modellen. R (computerprogramma) Statistische analyse. Modelos lineares. Pesquisa e planejamento estatístico. Modèle linéaire. R (Langage de programmation) Einführung.

Table of Contents:

1. Introduction
2. Estimation
3. Inference
4. Diagnostics
5. Problems with the predictors
6. Problems with the error
7. Transformation
8. Variable selection
9. Shrinkage methods
10. Statistical strategy and model uncertainty
11. Insurance redlining
a complete example
12. Missing data
13. Analysis of covariance
14. One-way analysis of variance
15. Factorial designs
16. Block designs
A.R installation, functions and data
B. Quick introduction to R.