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£49.34

CRC Press Bayesian Regression Modeling with INLA (Chapman & Hall/CRC Computer Science & Data Analysis)

Name: Bayesian Regression Modeling with INLA (Chapman & Hall/CRC Computer Science & Data Analysis)
Brand: CRC Press
Price: 45.07 GBP
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Description

INLA stands for Integrated Nested Laplace Approximations, which is a new method for fitting a broad class of Bayesian regression models. No samples of the posterior marginal distributions need to be drawn using INLA, so it is a computationally convenient alternative to Markov chain Monte Carlo (MCMC), the standard tool for Bayesian inference. Bayesian Regression Modeling with INLA covers a wide range of modern regression models and focuses on the INLA technique for building Bayesian models using real-world data and assessing their validity. A key theme throughout the book is that it makes sense to demonstrate the interplay of theory and practice with reproducible studies. Complete R commands are provided for each example, and a supporting website holds all of the data described in the book. An R package including the data and additional functions in the book is available to download. The book is aimed at readers who have a basic knowledge of statistical theory and Bayesian methodology. It gets readers up to date on the latest in Bayesian inference using INLA and prepares them for sophisticated, real-world work.

Product Specifications

Brand: CRC Press
Format: paperback
ASIN: 0367572265
Category: Books > Subjects > Science, Nature & Maths > Mathematics > Probability & Statistics
Domain: Amazon UK
Release Date: 30 June 2020
Listed Since: 29 May 2020

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CRC Press Bayesian Regression Modeling with INLA (Chapman & Hall/CRC Computer Science & Data Analysis)

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