An Introduction to Generalized Linear Models, Third Edition

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Mathematics - Mathematical Statistics
An Introduction to Generalized Linear...

An Introduction to Generalized Linear Models, Third Edition

Name: An Introduction to Generalized Linear Models, Third Edition
ISBN: 9781584889519

Barnett, Adrian, Dobson, Annette J

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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 Models Examples 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 discusses common concepts and principles of advanced GLMs, including nominal and ordinal regression, survival analysis, and longitudinal analysis.

Kategorien:

Mathematics - Mathematical Statistics

Jahr:

2008

Auflage:

3rd ed

Verlag:

CRC Press

Sprache:

english

Seiten:

316