Bayesian model selection and statistical modeling / (Record no. 60968)

MARC details
000 -LEADER
fixed length control field 02694nam a2200313 a 4500
001 - CONTROL NUMBER
control field vtls000056379
003 - CONTROL NUMBER IDENTIFIER
control field KUKTEM
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251125093045.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 111130t2010 flua f 001 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781439836149 (hc : alk. paper)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1439836140 (hc : alk. paper)
039 #9 - LEVEL OF BIBLIOGRAPHIC CONTROL AND CODING DETAIL [OBSOLETE]
Level of rules in bibliographic description 201206191046
Level of effort used to assign nonsubject heading access points asmadi
-- 201111301100
-- sri
040 ## - CATALOGING SOURCE
Original cataloging agency UMP
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) QA279.5 .A53 2010
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Ando, Tomohiro
245 10 - TITLE STATEMENT
Title Bayesian model selection and statistical modeling /
Statement of responsibility, etc. Tomohiro Ando
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Boca Raton, FL :
Name of publisher, distributor, etc. CRC Press,
Date of publication, distribution, etc. 2010
300 ## - PHYSICAL DESCRIPTION
Extent xiv, 286 p. :
Other physical details ill. ;
Dimensions 25 cm.
490 1# - SERIES STATEMENT
Series statement Statistics : textbooks and monographs
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references and index
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Introduction to Bayesian analysis -- Asymptotic approach for Bayesian inference -- Computational approach for Bayesian inference -- Bayesian approach for model selection -- Simulation approach for computing the marginal likelihood -- Various Bayesian model selection criteria --Theoretical development and comparisons -- Bayesian model averaging
520 ## - SUMMARY, ETC.
Summary, etc. "Along with many practical applications, Bayesian Model Selection and Statistical Modeling presents an array of Bayesian inference and model selection procedures. It thoroughly explains the concepts, illustrates the derivations of various Bayesian model selection criteria through examples, and provides R code for implementation. The author shows how to implement a variety of Bayesian inference using R and sampling methods, such as Markov chain Monte Carlo. He covers the different types of simulation-based Bayesian model selection criteria, including the numerical calculation of Bayes factors, the Bayesian predictive information criterion, and the deviance information criterion. He also provides a theoretical basis for the analysis of these criteria. In addition, the author discusses how Bayesian model averaging can simultaneously treat both model and parameter uncertainties. Selecting and constructing the appropriate statistical model significantly affect the quality of results in decision making, forecasting, stochastic structure explorations, and other problems. Helping you choose the right Bayesian model, this book focuses on the framework for Bayesian model selection and includes practical examples of model selection criteria."--Publisher’s description
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Bayesian statistical decision theory
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Mathematical statistics
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Mathematical models
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Statistics : textbooks and monographs
942 00 - ADDED ENTRY ELEMENTS (KOHA)
Koha issues (borrowed), all copies 6
Holdings
Withdrawn status Lost status Damaged status Not for loan Home library Current library Date acquired Cost, normal purchase price Total checkouts Total renewals Full call number Barcode Date last seen Date last checked out Copy number Cost, replacement price Price effective from Koha item type
  Not lost     UMPLIB GAMBANG UMPLIB GAMBANG 04/09/2019 275.26 6 11 QA279.5 .A53 2010 0000065381 03/01/2024 10/04/2023 1 275.26 04/09/2019 Open Shelf

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