An Introduction to Generalized Linear Models, Third Edition
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Introduction Background Scope Notation Distributions Related to the Normal Distribution Quadratic Forms Estimation Model Fitting Introduction Examples Some Principles of Statistical Modeling Notation and Coding for Explanatory Variables Exponential Family and Generalized Linear Models Introduction Exponential Family of Distributions Properties of Distributions in the Exponential Family Generalized Linear ModelsExamples Estimation Introduction Example: Failure Times for Pressure Vessels Maximum Likelihood Estimation Poisson Regression Example Inference Introduct.Abstract: Offers a cohesive framework for statistical modeling. Emphasizing numerical and graphical methods, this work enables readers to understand the unifying structure that underpins GLMs. It discussescommon concepts and principles of advanced GLMs, including nominal and ordinal regression, survival analysis, and longitudinal analysis.
LF/797861/R
Data sheet
- Name of the Author
- Adrian
Annette J
Barnett
Dobson - Language
- English
- Series
- Chapman & Hall/CRC Texts in Statistical Science
- ISBN
- 9781584889519
- Release date
- 2008
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