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Models for Discrete Longitudinal Data

English, Geert Molenberghs, Geert Verbeke, 2010
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Product details

The book "Models for Discrete Longitudinal Data" offers a comprehensive analysis of modeling approaches for non-Gaussian repeated measurements that may be incomplete. The authors, Geert Verbeke and Geert Molenberghs, start with models for the complete marginal distribution of the outcome vector, which allows for model fitting based on maximum likelihood principles. This immediately implies inferential tools for all parameters in the models. Additionally, less complex alternatives such as generalized estimating equations and pseudo-likelihood methods are presented. The book also addresses conditional models and the family of random effects, including the beta-binomial model and the generalized linear mixed model. Various procedures for model fitting are discussed, and the differences between marginal models and models with random effects are highlighted.

Key specifications

topic
Mathematics & Natural Sciences
Language
English
Author
Geert MolenberghsGeert Verbeke
Year
2010
Book cover
Paperback

General information

Item number
55382887
Publisher
Springer
Category
Reference books
Release date
4.3.2025

Book properties

topic
Mathematics & Natural Sciences
Language
English
Author
Geert MolenberghsGeert Verbeke
Year
2010
Book cover
Paperback

Voluntary climate contribution

CO₂ emissions
0,5 kg
Climate contribution
EUR 0,12

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30-day right of return if unopened
24 Months statutory warranty
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