Bayesian Modeling Using WinBUGS: 698 - Rilegato

Ntzoufras, Ioannis

Rilegato

ISBN 10: 047014114X ISBN 13: 9780470141144

Casa editrice: John Wiley & Sons Inc, 2009

Riassunto

A hands-on introduction to the principles of Bayesian modeling using WinBUGS

Bayesian Modeling Using WinBUGS provides an easily accessible introduction to the use of WinBUGS programming techniques in a variety of Bayesian modeling settings. The author provides an accessible treatment of the topic, offering readers a smooth introduction to the principles of Bayesian modeling with detailed guidance on the practical implementation of key principles.

The book begins with a basic introduction to Bayesian inference and the WinBUGS software and goes on to cover key topics, including:

• Markov Chain Monte Carlo algorithms in Bayesian inference

• Generalized linear models

• Bayesian hierarchical models

• Predictive distribution and model checking

• Bayesian model and variable evaluation

Computational notes and screen captures illustrate the use of both WinBUGS as well as R software to apply the discussed techniques. Exercises at the end of each chapter allow readers to test their understanding of the presented concepts and all data sets and code are available on the book's related Web site.

Requiring only a working knowledge of probability theory and statistics, Bayesian Modeling Using WinBUGS serves as an excellent book for courses on Bayesian statistics at the upper-undergraduate and graduate levels. It is also a valuable reference for researchers and practitioners in the fields of statistics, actuarial science, medicine, and the social sciences who use WinBUGS in their everyday work.

Su questo libro

Informazioni sull?autore

Ioannis Ntzoufras, PhD, is Assistant Professor of Statistics at Athens University of Economics and Business (Greece). Dr. Ntzoufras has published numerous journal articles in his areas of research interest, which include Bayesian statistics, statistical analysis and programming, and generalized linear models.

Dettagli dell'edizione

• Editore: John Wiley & Sons Inc
• Data di pubblicazione: 2009
• Lingua: Inglese
• ISBN 10: 047014114X
• ISBN 13: 9780470141144
• Rilegatura: Copertina rigida
• Numero edizione: 1
• Numero di pagine: 492
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile