Generalized Linear Models with Random Effects

Unified Analysis via H-likelihood, Second Edition

Youngjo Lee, John A. Nelder, Yudi Pawitan (Autoren)

Buch | Hardcover

446 Seiten

2017 | 2nd edition
Chapman & Hall/CRC (Verlag)
978-1-4987-2061-8 (ISBN)

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This is the second edition of a monograph on generalized linear models with random effects that extends the classic work of McCullagh and Nelder. It has been thoroughly updated, with around 80 pages added, including new material on the extended likelihood approach that strengthens the theoretical basis of the methodology, new developments in variable selection and multiple testing, and new examples and applications. It includes an R package for all the methods and examples that supplement the book.

Youngjo Lee is Professor at Seoul National University, South Korea.

Preface to the first edition

Preface

Introduction

Classical likelihood theory

Generlized linear models

Quasi-likelihood

Extended likelihood inferences

Normal linear mixed models

Hierarchical GLMS

HGLMs with structured dispersion

Correlated randoms effects for HGLMs

Smoothing

Double HGLMs

Variable Selection and Sparsity Models

Multivariate and Missing Data Analysis

Multiple testing

References

Data index

Author index

Subject index

Erscheinungsdatum	03.07.2017
Reihe/Serie	Chapman & Hall/CRC Monographs on Statistics and Applied Probability
Zusatzinfo	79 Tables, black and white; 64 Line drawings, black and white; 5 Halftones, black and white; 69 Illustrations, black and white
Sprache	englisch
Maße	156 x 234 mm
Gewicht	764 g
Themenwelt	Mathematik / Informatik ► Mathematik
Themenwelt	Technik ► Umwelttechnik / Biotechnologie
ISBN-10	1-4987-2061-7 / 1498720617
ISBN-13	978-1-4987-2061-8 / 9781498720618
Zustand	Neuware