Julian J. Faraway (UK University of Bath)

Linear Models with R

• Gebundenes Buch

Produktbeschreibung

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.

Produktdetails

• Chapman & Hall/CRC Texts in Statistical Science
• Verlag: Taylor & Francis Inc
• 2 ed
• Seitenzahl: 286
• Erscheinungstermin: 1. Juli 2014
• Englisch
• Abmessung: 241mm x 159mm x 25mm
• Gewicht: 552g
• ISBN-13: 9781439887332
• ISBN-10: 1439887330
• Artikelnr.: 41455341

Autorenporträt

Julian J. Faraway

Inhaltsangabe

Introduction. Estimation. Inference. Prediction. Explanation. Diagnostics.
Problems with the Predictors. Problems with the Error. Transformation.
Model Selection. Shrinkage Methods. Insurance Redlining-A Complete Example.
Missing Data. Categorical Predictors. One Factor Models. Models with
Several Factors. Experiments with Blocks. Appendix: About R. Bibliography.
Index.