Sökning: onr:12165488 > Bayesian model sele...
- 1 av 1
- Föregående post
- Nästa post
- Till träfflistan
Bayesian model selection and statistical modeling / Tomohiro Ando
- Ando, Tomohiro (författare)
- ISBN 978-1-4398-3614-9 (hc alk paper)
- Boca Raton : CRC Press, cop. 2010
- Engelska xiv, 286 p.
- Serie: Statistics : textbooks and monographs
- Bok
Innehållsförteckning
Sammanfattning
Ämnesord
Inställningar
Hjälp
Stäng
- 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.
Ämnesord
- Bayesian statistical decision theory. (LCSH)
- Mathematical statistics. (LCSH)
- Mathematical models. (LCSH)
Klassifikation
- 519.5/42 (DDC)
- Thac (kssb/8 (machine generated))
Titeln finns på 1 bibliotek.
Bibliotek i östra Sverige (1)
Ange som favorit- Högskolan i Jönköping, biblioteket (Jon)Ange som favorit
- Titeln i bibliotekets lokala katalogGet it
-
- Placering: Thi ANDO
- 1 av 1
- Föregående post
- Nästa post
- Till träfflistan
Sök vidare
Hjälp
- Fler titlar av
- Ando, Tomohiro
- Fler titlar om
- Bayesian statistical ...
- Mathematical statist ...
- Mathematical models.
- Serie
- Fler delar
Sök utanför LIBRIS
Hjälp
- Sök vidare i:
- Google Book Search
- Google Scholar
- LibraryThing
Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.
Copyright © LIBRIS - Nationella bibliotekssystem
