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Science/Engineering Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood (repost)

Posted on 2010-03-16




Name:Science/Engineering Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood (repost)
ASIN/ISBN:1584886315
Language:English
File size:5.4 Mb
Publish Date: 2006
ISBN: 1584886315
Pages: 416 pages
File Type: PDF
File Size: 5,4 MB
Other Info: Chapman & Hall/CRC
   Science/Engineering Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood (repost)



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Author, "Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood"

Since their introduction in 1972, generalized linear models (GLMs) have proven useful in the generalization of classical normal models. Presenting methods for fitting GLMs with random effects to data, Generalized Linear Models with Random Effects: Unified Analysis via H-likelihood explores a wide range of applications, including combining information over trials (meta-analysis), analysis of frailty models for survival data, genetic epidemiology, and analysis of spatial and temporal models with correlated errors. Written by pioneering authorities in the field, this reference provides an introduction to various theories and examines likelihood inference and GLMs. The authors show how to extend the class of GLMs while retaining as much simplicity as possible. By maximizing and deriving other quantities from h-likelihood, they also demonstrate how to use a single algorithm for all members of the class, resulting in a faster algorithm as compared to existing alternatives. Complementing theory with examples, many of which can be run by using the code supplied on the accompanying CD, this book is beneficial to statisticians and researchers involved in the above applications as well as quality-improvement experiments and missing-data analysis.

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