Andrzej Galecki

(Author)

Linear Mixed-Effects Models Using R: A Step-By-Step Approach (2013)Hardcover - 2013, 5 February 2013

Linear Mixed-Effects Models Using R: A Step-By-Step Approach (2013)
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Part of Series
Springer Texts in Statistics
Print Length
542 pages
Language
English
Publisher
Springer
Date Published
5 Feb 2013
ISBN-10
1461438993
ISBN-13
9781461438991

Description

Linear mixed-effects models (LMMs) are an important class of statistical models that can be used to analyze correlated data. Such data are encountered in a variety of fields including biostatistics, public health, psychometrics, educational measurement, and sociology. This book aims to support a wide range of uses for the models by applied researchers in those and other fields by providing state-of-the-art descriptions of the implementation of LMMs in R. To help readers to get familiar with the features of the models and the details of carrying them out in R, the book includes a review of the most important theoretical concepts of the models. The presentation connects theory, software and applications. It is built up incrementally, starting with a summary of the concepts underlying simpler classes of linear models like the classical regression model, and carrying them forward to LMMs. A similar step-by-step approach is used to describe the R tools for LMMs. All the classes of linear models presented in the book are illustrated using real-life data. The book also introduces several novel R tools for LMMs, including new class of variance-covariance structure for random-effects, methods for influence diagnostics and for power calculations. They are included into an R package that should assist the readers in applying these and other methods presented in this text.

Product Details

Authors:
Andrzej GaleckiTomasz Burzykowski
Book Edition:
2013
Book Format:
Hardcover
Country of Origin:
NL
Date Published:
5 February 2013
Dimensions:
23.39 x 15.6 x 3.18 cm
ISBN-10:
1461438993
ISBN-13:
9781461438991
Language:
English
Location:
New York, NY
Pages:
542
Publisher:
Weight:
975.22 gm

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