Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood, Second Edition

Youngjo Lee, John A. Nelder, Yudi Pawitan

August 1, 2017 by Chapman and Hall/CRC
Reference - 446 Pages - 69 B/W Illustrations
ISBN 9781498720618 - CAT# K25539
Series: Chapman & Hall/CRC Monographs on Statistics & Applied Probability

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Features

  • Provides updated overview of generalized linear models with random effects
  • Focuses on h-likelihood methodology developed by authors
  • Adds material on theoretical basis, variable selection, and multiple testing
  • Contains lots of real examples to illustrate the methods, many new to this edition
  • Enables implementation of methods through use of R package

Summary

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.

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