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" Bayesian regression modeling with INLA / "
Xiaofeng Wang, Cleveland Clinic, Cleveland, Ohio ; Yu Yue, Baruch College, the City University of New York ; Julian J. Faraway, University of Bath, UK.
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BL
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| Record Number
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844819
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| Main Entry
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Wang, Xiaofeng, (Professor of medicine)
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| Title & Author
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Bayesian regression modeling with INLA /\ Xiaofeng Wang, Cleveland Clinic, Cleveland, Ohio ; Yu Yue, Baruch College, the City University of New York ; Julian J. Faraway, University of Bath, UK.
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| Publication Statement
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Boca Raton :: CRC Press,, [2018]
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, ©2018
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| Series Statement
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Chapman & Hall/CRC Computer Science & Data Analysis
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| Page. NO
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1 online resource (xii, 312 pages)
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| ISBN
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1351165747
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: 1351165763
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: 1498727263
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: 9781351165747
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: 9781351165761
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: 9781498727266
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1498727255
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9781498727259
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| Bibliographies/Indexes
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Includes bibliographical references and index.
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| Contents
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Introduction -- Theory of INLA -- Bayesian linear regression -- Generalized linear models -- Linear mixed and generalized linear mixed models -- Survival analysis -- Random walk models for smoothing methods -- Gaussian process regression -- Additive and generalized additive models -- Errors-in-variables regression -- Miscellaneous topics in INLA.
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| Abstract
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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."--Provided by publisher.
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| Subject
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Bayesian statistical decision theory.
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Gaussian processes.
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Laplace transformation.
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Regression analysis.
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Bayesian statistical decision theory.
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Gaussian processes.
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Laplace transformation.
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MATHEMATICS-- Applied.
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MATHEMATICS-- Probability Statistics-- General.
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Regression analysis.
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| Dewey Classification
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519.5/42
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| LC Classification
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QA278.2.W36 2018eb
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| Added Entry
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Faraway, Julian James
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Yue, Yu,1981-
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| Parallel Title
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Bayesian regression modeling with integrated Laplace approximation
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