Double Generalized Linear Models Likelihood and Bayesian Methods

Double Generalized Linear Models Likelihood and Bayesian Methods | 5.91 MB

Title: Double Generalized Linear Models: Likelihood and Bayesian Methods
Author: Edilberto Cepeda-Cuervo
Category: Nonfiction, Science & Nature, Mathematics, Statistics
Language: English | 161 Pages | ISBN: 1041169973

Description:
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.



DOWNLOAD:

https://rapidgator.net/file/ba0cc1cf6608ecd0bbb224ae590c465a/Double_Generalized_Linear_Models_Likelihood_and_Bayesian_Methods.pdf

https://nitroflare.com/view/B9AB2B011D53A86/Double_Generalized_Linear_Models_Likelihood_and_Bayesian_Methods.pdf

We need your support!
Make a donation to help us stay online
        
Bitcoin (BTC)
bc1q08g9d22cxkawsjlf8etuek2pc9n2a3hs4cdrld
	
Bitcoin Cash (BCH)
qqvwexzhvgauxq2apgc4j0ewvcak6hh6lsnzmvtkem

Ethereum (ETH)
0xb55513D2c91A6e3c497621644ec99e206CDaf239

Litecoin (LTC)
ltc1qt6g2trfv9tjs4qj68sqc4uf0ukvc9jpnsyt59u

USDT (ERC20)
0xb55513D2c91A6e3c497621644ec99e206CDaf239

USDT (TRC20)
TYdPNrz7v1P9riWBWZ317oBgJueheGjATm