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Growth Curve Models and Statistical Diagnostics
Series: Springer Series in Statistics
Jianxin Pan, The University of Manchester, UK
Kaitai Fang, Hong Kong Baptist University, China

Price: $79.95
392 pages , 6 1/8 x 9 , 20 illus., hardcover
ISBN: 0-387-95053-2, published 2002
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About This Book Table Of Contents Computer Software And Data Sets In The Book

ABOUT THIS BOOK


Growth curve models are generalized multivariate analysis-of-variance models. The basic idea of the models is to use different polynomials to fit different treatment groups involved in the longitudinal study. It is not uncommon, however, to find outliers and influential observations in growth data that heavily affect statistical inference in growth curve models. This book provides a comprehensive introduction to the theory of growth curve models with an emphasis on statistical diagnostics. A variety of issues on model fittings and model diagnostics are addressed, and many criteria for outlier detection and influential observation identification are created within likelihood and Bayesian frameworks. This book is intended for postgraduates and statisticians whose research involves longitudinal study, multivariate analysis and statistical diagnostics, and also for scientists who analyze longitudinal data and repeated measures. The authors provide theoretical details on the model fittings and also emphasize the application of growth curve models to practical data analysis, which are reflected in the analysis of practical examples given in each chapter. The book assumes a basic knowledge of matrix algebra and linear regression. Jianxin Pan is a lecturer in Mathematical Statistics of The University of Manchester in the U.K. He has published more than twenty papers on growth curve models, statistical diagnostics and linear/non-linear mixed models. He has a long-standing research interest in longitudinal data analysis and repeated measures in medicine and agriculture. Kaitai Fang is a chair professor in Statistics of Hong Kong Baptist University and a fellow of the Institute of Mathematical Statistics. He has published several books with Springer-Verlag, Chapman & Hall, and Science Press and is an author or co-author of over one hundred papers. His research interest includes generalized multivariate analysis, elliptically contoured distributions and uniform design.


TABLE OF CONTENTS



COMPUTER SOFTWARE AND DATA SETS IN THE BOOK

We are going to put the computer programmes in MATLAB and data sets in M-files of the book here soon. We are happy to provide you the programmes and data sets if you email Dr Jianxin Pan at jpan@maths.man.ac.uk


About This Book Table Of Contents Computer Software And Data Sets In The Book