Bayesian Regression Modeling with Inla

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Bayesian Regression Modeling with Inla

Bayesian Regression Modeling with Inla

Name: Bayesian Regression Modeling with Inla
ISBN: 9781498727266

Faraway, Julian James, Wang, Xiaofeng, Yue, Yu

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This book addresses the applications of extensively used regression models under a Bayesian framework. It emphasizes efficient Bayesian inference through integrated nested Laplace approximations (INLA) and real data analysis using R. The INLA method directly computes very accurate approximations to the posterior marginal distributions and is a promising alternative to Markov chain Monte Carlo (MCMC) algorithms, which come with a range of issues that impede practical use of Bayesian models.

Categorie:

Mathematics

Anno:

2018

Casa editrice:

CRC Press

Lingua:

english

Pagine:

312

ISBN 10:

1498727263