Real longitudinal data analysis for real people: building a good enough mixed model

J Cheng, LJ Edwards… - Statistics in …, 2010 - Wiley Online Library
Mixed effects models have become very popular, especially for the analysis of longitudinal
data. One challenge is how to build a good enough mixed effects model. In this paper, we …

Random effects models for longitudinal data

G Verbeke, G Molenberghs, D Rizopoulos - Longitudinal research with …, 2010 - Springer
Mixed models have become very popular for the analysis of longitudinal data, partly
because they are flexible and widely applicable, partly also because many commercially …

[图书][B] Applied mixed model analysis: a practical guide

JWR Twisk - 2019 - books.google.com
This practical book is designed for applied researchers who want to use mixed models with
their data. It discusses the basic principles of mixed model analysis, including two-level and …

An overview of current software procedures for fitting linear mixed models

BT West, AT Galecki - The American Statistician, 2011 - Taylor & Francis
At present, there are many software procedures available that enable statisticians to fit linear
mixed models (LMMs) to continuous dependent variables in clustered or longitudinal …

Avoiding bias in mixed model inference for fixed effects

MJ Gurka, LJ Edwards, KE Muller - Statistics in medicine, 2011 - Wiley Online Library
Analysis of a large longitudinal study of children motivated our work. The results illustrate
how accurate inference for fixed effects in a general linear mixed model depends on the …

Goodness-of-fit methods for generalized linear mixed models

Z Pan, DY Lin - Biometrics, 2005 - academic.oup.com
We develop graphical and numerical methods for checking the adequacy of generalized
linear mixed models (GLMMs). These methods are based on the cumulative sums of …

Using the general linear mixed model to analyse unbalanced repeated measures and longitudinal data

A Cnaan, NM Laird, P Slasor - Statistics in medicine, 1997 - Wiley Online Library
The general linear mixed model provides a useful approach for analysing a wide variety of
data structures which practising statisticians often encounter. Two such data structures …

Generalized linear mixed models: a review and some extensions

CB Dean, JD Nielsen - Lifetime data analysis, 2007 - Springer
Abstract Breslow and Clayton (J Am Stat Assoc 88: 9–25, 1993) was, and still is, a highly
influential paper mobilizing the use of generalized linear mixed models in epidemiology and …

[图书][B] Linear and generalized linear mixed models and their applications

J Jiang, T Nguyen - 2007 - Springer
It has been an amazing time since the publication of the first edition, with vast changes
taking place in the fields of mixed effects models and their applications. At the time when the …

[图书][B] Introduction to mixed modelling: beyond regression and analysis of variance

NW Galwey - 2014 - books.google.com
Mixed modelling is very useful, and easier than you think! Mixed modelling is now well
established as a powerful approach to statistical data analysis. It is based on the recognition …