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Title: An Introduction to Generalized Linear Models, Second Edition by Annette J. Dobson, Annette .J. Dobson ISBN: 1-58488-165-8 Publisher: Chapman & Hall Pub. Date: 28 November, 2001 Format: Paperback Volumes: 1 List Price(USD): $49.95 |
Average Customer Rating: 4.5 (4 reviews)
Rating: 5
Summary: the most clearly written book on the topic
Comment: My copy of the second edition just arrived yesterday and it is even better than the first edition (which was fantastic). The logical organization and clarity of writing make this book a 'must have' for any statistician's library. I'd give it 6 stars if I could. Readers should also check out McCulloch and Searle's 'Generalized, Linear and Mixed Models'.
Rating: 4
Summary: Excellent concept - Execution could be better
Comment: I wish somebody would write a concise tutorial of the matematics required for an "intermediate" book such as Dobson's. Undoubtedly for someone whose acquaintence with modern statitical methods is more current this book is a gem. For someone like myself who wants a refresher and whose math is a bit rusty it leaves something to be desired. Some of the theoretical derivations in chapters 3 and 4 (keys to the understanding of the rest of the book) would be improved by a bit more detail and a thoroughly worked example. A major shortcoming is the lack of answers to the excercises; I don't see how the book was published without them. If the book was 100 pages longer with the addition of the aforementioned material, I would have given it a five star rating.
Rating: 5
Summary: recommended for applications and clarity
Comment: ...
Bill recommended Dobson's text because of her clear writing style and many useful examples. Dobson also places the theory in the context of the general exponential family of distributions. As I knew that the second edition was about to come out I waited for it.
The wait seems to have been very worthwhile. The second edition is a real bargin.... She has updated it with the many advances that have occurred over the past 12 years since the first edition was printed. This edition now includes some discussion of generalized additive models, broader coverage of applications as survival analysis, GEE, multi-level models and nominal and ordinal logistic regression have been added. It now offers the reader more applications in a wider variety of disciplines and includes modern approaches to diagnostic checking of the models.
As with the first edition, exploratory techniques are emphasized particularly graphical methods. The goal is to unify the apparently disparate statistical techniques that students are exposed to, into one general modeling framework.
It includes a nice up-to-date bibliography and recent advanced results on longitudinal models. The level is intermediate statistics with introductory statistics and linear models taken to be prerequisites. Students are also required to have some familiarity with calculus and linear algebra.
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Title: Generalized Linear Models, Second Edition by P. McCullagh, J.A. Nelder ISBN: 0412317605 Publisher: Chapman & Hall/CRC Pub. Date: 01 August, 1989 List Price(USD): $89.95 |
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Title: Bayesian Data Analysis, Second Edition by Andrew Gelman, John B. Carlin, Hal S. Stern, Donald B. Rubin ISBN: 158488388X Publisher: Chapman & Hall/CRC Pub. Date: 29 July, 2003 List Price(USD): $59.95 |
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Title: Modern Applied Statistics with S by W. N. Venables, Brian D. Ripley ISBN: 0387954570 Publisher: Springer-Verlag Pub. Date: 12 August, 2002 List Price(USD): $72.95 |
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Title: Generalized Estimating Equations by James W. Hardin, Joseph M Hilbe, Joseph Hilbe ISBN: 1584883073 Publisher: Chapman & Hall/CRC Pub. Date: 30 July, 2002 List Price(USD): $79.95 |
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Title: Categorical Data Analysis by Alan Agresti ISBN: 0471360937 Publisher: Wiley-Interscience Pub. Date: 12 July, 2002 List Price(USD): $98.50 |
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