|
" Generalized linear models with random effects : "
Youngjo Lee, John A. Nelder, Yudi Pawitan.
| Document Type
|
:
|
BL
|
| Record Number
|
:
|
843713
|
| Main Entry
|
:
|
Lee, Youngjo
|
| Title & Author
|
:
|
Generalized linear models with random effects : : unified analysis via h-likelihood /\ Youngjo Lee, John A. Nelder, Yudi Pawitan.
|
| Edition Statement
|
:
|
Second edition.
|
| Publication Statement
|
:
|
Boca Raton, FL :: CRC Press/Taylor & Francis Group, LLC,, [2017]
|
| Series Statement
|
:
|
Monographs on statistics and applied probability ;; 153
|
| Page. NO
|
:
|
1 online resource.
|
| ISBN
|
:
|
1315119951
|
|
|
:
|
: 1498720625
|
|
|
:
|
: 9781315119953
|
|
|
:
|
: 9781498720625
|
|
|
:
|
9781498720618
|
| Bibliographies/Indexes
|
:
|
Includes bibliographical references and index.
|
| Contents
|
:
|
Classical likelihood theory -- Generalized linear models -- Quasi-likelihood -- Extended likelihood inferences -- Normal linear mixed models -- Hierarchical GLMS -- HGLMs with structured dispersion -- Correlated random effects for HGLMs -- Smoothing -- Double HGLMs -- Variable selection and sparsity models -- Multivariate and missing data analysis -- Multiple testing -- Random effect models for survival data.
|
| Abstract
|
:
|
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.--
|
| Subject
|
:
|
Generalized estimating equations.
|
| Subject
|
:
|
Linear models (Statistics)
|
| Subject
|
:
|
Generalized estimating equations.
|
| Subject
|
:
|
Linear models (Statistics)
|
| Subject
|
:
|
MATHEMATICS-- Applied.
|
| Subject
|
:
|
MATHEMATICS-- Probability Statistics-- General.
|
| Dewey Classification
|
:
|
519.5
|
| LC Classification
|
:
|
QA279
|
| Added Entry
|
:
|
Nelder, John A.
|
|
|
:
|
Pawitan, Yudi
|
| |