Books  Data Analysis & Modelling  Data Analysis & Statistics 

Applying Generalized Linear Models

Series: Springer Texts in Statistics

By: James K Lindsey

256 pages, 35 illus, tabs

Springer-Verlag

Hardback | Dec 1997 | #82719 | ISBN: 0387982183
Availability: Usually dispatched within 2-3 weeks Details
NHBS Price: £81.00 $103/€97 approx

About this book

Provides a valuable overview of linear, categorical and survival models and shows that they have much in common. The reader is assumed to have knowledge of basic statistical principles and should be familiar at least with the analysis of the simpler normal linear models, regression and ANOVA.

From a review: TECHNOMETRICS "...one of the best applied statistical books that I have ever read."


Contents

Generalized Linear Modelling: Statistical Modelling.- Exponential Dispersion Models.- Linear Structure.- Three Components of a GLM.- Possible Models.- Inference.- Exercises. Discrete Data: Log Linear Models.- Models of Change.- Overdispersion.- Exercises. Fitting and Comparing Probability Distributions: Fitting Distributions.- Setting Up the Model.- Special Cases.- Exercises. Growth Curves: Exponential Growth Curves.- Logistic Growth Curve.- Gomperz Growth Curve.- More Complex Models.- Exercises. Time Series: Poisson Processes.- Markov Processes.- Repeated Measurements.- Exercises. Survival Data: General Concepts.- "Nonparametric" Estimation.- Parametric Models.- "Semiparametric" Models.- Exercises. Event Histories: Event Histories and Survival Distributions.- Counting processes.- Modelling Event Histories.- Generalizations.- Exercises. Spatial data: Spatial Interaction.- Spatial Patterns.- Exercises. Normal Models: Linear Regression.- Analysis of Variance.- Nonlinear Regression.- Exercises. Dynamic Models: Dynamic Generalized Linear Models.- Normal Models.- Count Data.- Positive Response Data.- Continuous Time Nonlinear Models. Appendices: Inference.- Diagnostics.- References.- Index.

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