- English
- ePUB (mobile friendly)
- Available on iOS & Android
About this book
This book provides an introduction to double generalized linear models (DGLMs) under frequentist and Bayesian frameworks. These models include the class of generalized linear models and compose a unified class of models, where appropriate functions of the mean and dispersion parameters follow linear regression structures that are linear combinations of the explanatory variables. The heteroscedastic normal linear regression models, gamma regression models (where both mean and shape have regression structures), and beta regression models (where both mean and dispersion have regression structures) are examples of this family of regression models. A central topic in the framework of DGLMs is count overdispersion regression models, specifically those associated with the Poisson and binomial distributions. An extension of double generalized linear models is the family of double generalized nonlinear models.
Features:
- Covers generalized linear models and double generalized linear models under frequentist and Bayesian approaches
- Presents normal heteroscedastic linear regression models as an introduction to double generalized linear models
- Defines double generalized linear regression models under frequentist and Bayesian perspectives, including as examples the beta and the gamma regression models
- Presents models with overdispersion along with frequentist and Bayesian estimation methods
The book is primarily aimed at researchers and graduate students of statistics and mathematics.
Trusted by 375,005 students
Access to over 1 million titles for a fair monthly price.
Study more efficiently using our study tools.
Information
Table of contents
- Cover Page
- Half-Title Page
- Title Page
- Copyright Page
- Dedication Page
- Contents
- Preface
- Author
- 1 Introduction
- 2 Generalized Linear Models
- 3 Heteroscedastic Normal Regression Models
- 4 Double Generalized Linear Models
- 5 Overdispersed Models
- 6 Double generalized nonlinear regression models
- Bibliography
- Index
Frequently asked questions
- Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
- Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app