Generalized Linear Models With Random Effects

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    Generalized Linear Models with Random Effects
    Unified Analysis via H-likelihood
    By: Youngjo Lee
    Publisher:
    Chapman and Hall/CRC
    Print ISBN: 9781584886310, 1584886315
    eText ISBN: 9781420011340, 1420011340
    Edition: 1st
    Copyright year: 2006
    Format: PDF
    Available from $ 50.38 USD
    SKU 9781420011340R90
    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.
    Additional ISBNs
    9786610651818, 9781280651816, 6610651817, 1280651814
     

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