An Introduction to Generalized Linear Models, Third Edition
Barnett, Adrian, Dobson, Annette J
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.
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:
Jahr:
2008
Auflage:
3rd ed
Verlag:
CRC Press
Sprache:
english
Seiten:
316
ISBN 10:
1584889519
ISBN 13:
9781584889519
Serien:
Chapman & Hall/CRC Texts in Statistical Science
Datei:
PDF, 3.38 MB
IPFS:
,
english, 2008