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Title: Linear Mixed Models for Longitudinal Data by Geert Verbeke, G. Molenberghs, P. Bickel, P. Diggle, S. Fienberg, K. Krickeberg, I. Olkin, N. Wermuth, S. Zeger ISBN: 0-387-95027-3 Publisher: Springer Verlag Pub. Date: 16 June, 2000 Format: Hardcover Volumes: 1 List Price(USD): $89.95 |
Average Customer Rating: 5 (1 review)
Rating: 5
Summary: thorough treatment of linear mixed models
Comment: This book is basically an update of their 1997 mongraph. Longitudinal data are important in biostatistics and particularly in the analysis of clinical trials. There are effective methods for handling longitudinal data using linear models with covariance structures that represent the time dependence of the repeated observations. There are many subtle issues in the analysis and many who analyze longitudinal data apply incorrect linear models and are often not aware of the consequences of their decisions. The authors were motivated to provide a reference source to remedy this problem. The book presents the theory and applications and uses SAS Proc Mixed as a vehicle for presenting many of the results in a clear and understandable fashion. An important feature of the book is its emphasis on how best to deal with the problem of missing data. This is covered in chapters 14 - 16. Although SAS is emphasized throughout the book other software tools are also illustrated in Appendix A (including SPlus). SUDAAN is a package produced by the Research Triangle Institute in North Carolina that also handles longitudinal data but is overlooked by the authors. Another great book on longitudinal data analysis is Diggle, Liang and Zeger "Analysis of Longitudinal Data" published in 1994. There have been many advances since 1994 and Verbeke and Molenberghs cover a great deal of it. You can find my review of Diggle, Liang and Zeger on Amazon. An updated second edition of their book is in the works and will probably appear in 2001.
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Title: Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence by Judith D. Singer, John B. Willett ISBN: 0195152964 Publisher: Oxford Press Pub. Date: June, 2003 List Price(USD): $65.00 |
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Title: Analysis of Longitudinal Data by Peter Diggle, Patrick Heagerty, Kung-Yee Liang, Scott Zeger ISBN: 0198524846 Publisher: Oxford Press Pub. Date: 15 August, 2002 List Price(USD): $85.00 |
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Title: Generalized Estimating Equations by James W. Hardin, Joseph M Hilbe, Joseph M. Hilbe ISBN: 1584883073 Publisher: CRC Press Pub. Date: 30 July, 2002 List Price(USD): $79.95 |
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Title: Generalized, Linear, and Mixed Models by Charles E. McCulloch, Shayle R. Searle ISBN: 047119364X Publisher: Wiley-Interscience Pub. Date: 15 December, 2000 List Price(USD): $105.00 |
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Title: Applied Longitudinal Data Analysis for Epidemiology : A Practical Guide by Jos W. R. Twisk ISBN: 0521525802 Publisher: Cambridge University Press Pub. Date: 27 March, 2003 List Price(USD): $40.00 |
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