02694nam a2200313 a 4500 vtls000056379 KUKTEM 20251125093045.0 111130t2010 flua f 001 0 eng d 9781439836149 (hc : alk. paper) 1439836140 (hc : alk. paper) 201206191046 asmadi 201111301100 sri UMP QA279.5 .A53 2010 Ando, Tomohiro Bayesian model selection and statistical modeling / Tomohiro Ando Boca Raton, FL : CRC Press, 2010 xiv, 286 p. : ill. ; 25 cm. Statistics : textbooks and monographs Includes bibliographical references and index 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 "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 Bayesian statistical decision theory Mathematical statistics Mathematical models Statistics : textbooks and monographs 0 0 0 0 10000 10000 2019-09-04 275.26 6 11 QA279.5 .A53 2010 0000065381 2024-01-03 00:00:00 2023-04-10 1 275.26 2019-09-04 OPEN VIRTUA40 60968 60974 VTLSSORT0080*0200*0201*0400*0900*1000*2450*2600*3000*4900*5040*5050*5200*6500*6501*6502*8300*9991 6