عنوان
پدید آورنده
موضوع
رده
QA278.2 .W36 2018eb
QA278
.
2
.
W36
2018eb
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
1351165747
(Number (ISBN
1351165763
(Number (ISBN
1498727263
(Number (ISBN
9781351165747
(Number (ISBN
9781351165761
(Number (ISBN
9781498727266
Erroneous ISBN
1498727255
Erroneous ISBN
9781498727259
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Bayesian regression modeling with INLA /
General Material Designation
[Book]
First Statement of Responsibility
Xiaofeng Wang, Cleveland Clinic, Cleveland, Ohio ; Yu Yue, Baruch College, the City University of New York ; Julian J. Faraway, University of Bath, UK.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Boca Raton :
Name of Publisher, Distributor, etc.
CRC Press,
Date of Publication, Distribution, etc.
[2018]
Date of Publication, Distribution, etc.
©2018
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (xii, 312 pages)
SERIES
Series Title
Chapman & Hall/CRC Computer Science & Data Analysis
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index.
CONTENTS NOTE
Text of Note
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.
0
SUMMARY OR ABSTRACT
Text of Note
"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.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Ingram Content Group
Stock Number
9781351165747
OTHER EDITION IN ANOTHER MEDIUM
Title
Bayesian regression modeling with INLA.
International Standard Book Number
9781498727259
PARALLEL TITLE PROPER
Parallel Title
Bayesian regression modeling with integrated Laplace approximation
TOPICAL NAME USED AS SUBJECT
Bayesian statistical decision theory.
Gaussian processes.
Laplace transformation.
Regression analysis.
Bayesian statistical decision theory.
Gaussian processes.
Laplace transformation.
MATHEMATICS-- Applied.
MATHEMATICS-- Probability & Statistics-- General.
Regression analysis.
(SUBJECT CATEGORY (Provisional
MAT-- 003000
MAT-- 029000
DEWEY DECIMAL CLASSIFICATION
Number
519
.
5/42
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA278
.
2
Book number
.
W36
2018eb
PERSONAL NAME - PRIMARY RESPONSIBILITY
Wang, Xiaofeng, (Professor of medicine)
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Faraway, Julian James
Yue, Yu,1981-
ORIGINATING SOURCE
Date of Transaction
20200822175235.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
