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Multivariate Longitudinal Data Analysis

Language EnglishEnglish
Book Paperback
Book Multivariate Longitudinal Data Analysis Ozlem Ilk
Libristo code: 04334033
Publishers VDM Verlag Dr. Mueller E.K., August 2008
Longitudinal data (LD) occurs when repeated measurements from the same subject are observed over tim... Full description
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Longitudinal data (LD) occurs when repeated measurements from the same subject are observed over time. In this book, exploratory data analysis (EDA) and models are utilized jointly to analyze LD which leads to stronger and better justified conclusions. Here we catalog the general principles of EDA for multivariate LD, and illustrate the use of the linked brushing approach for studying the mean structure over time. We also introduce models for multivariate longitudinal binary data: Marginalized transition random effects models (MTREM). These models exploit the marginal covariate effects while accounting for the dependence across time and responses. The methods are illustrated on several real datasets. It is possible to reveal the unexpected, to explore the interaction between responses and covariates, to observe the individual variations, and to understand structure in multiple dimensions by using these methods. The text includes visualization tools, detailed derivations for the models and computer code examples. This book will be of interest to students and researchers in (bio)statistics, social sciences and related fields.

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About the book

Full name Multivariate Longitudinal Data Analysis
Author Ozlem Ilk
Language English
Binding Book - Paperback
Date of issue 2008
Number of pages 180
EAN 9783639072549
ISBN 3639072545
Libristo code 04334033
Weight 249
Dimensions 152 x 229 x 10
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