Julian J. Faraway (United Kingdom University of Bath)

Extending the Linear Model with R

Generalized Linear, Mixed Effects and Nonparametric Regression Models, Second Edition

• Gebundenes Buch

Produktbeschreibung

2nd edition.

Produktdetails

• Chapman & Hall/CRC Texts in Statistical Science
• Verlag: Taylor & Francis Inc
• 2 ed
• Seitenzahl: 414
• Erscheinungstermin: 24. März 2016
• Englisch
• Abmessung: 244mm x 159mm x 27mm
• Gewicht: 780g
• ISBN-13: 9781498720960
• ISBN-10: 149872096X
• Artikelnr.: 44158742

Autorenporträt

Julian J. Faraway is a professor of statistics in the Department of Mathematical Sciences at the University of Bath. His research focuses on the analysis of functional and shape data with particular application to the modeling of human motion. He earned a PhD in statistics from the University of California, Berkeley.

Inhaltsangabe

Introduction. Binary Response. Binomial and Proportion Responses.
Variations on Logistic Regression. Count Regression. Contingency Tables.
Multinomial Data. Generalized Linear Models. Other GLMS. Random Effects.
Repeated Measures and Longitudinal Data. Bayesian Mixed Effect Models.
Mixed Effect Models for Nonnormal Responses. Nonparametric Regression.
Additive Models. Trees. Neural Networks. Appendices. Bibliography. Index.