E-Book, Englisch, 724 Seiten
Reihe: Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences
Gill Bayesian Methods
3. Auflage 2015
ISBN: 978-1-4398-6249-0
Verlag: CRC Press
Format: PDF
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)
A Social and Behavioral Sciences Approach, Third Edition
E-Book, Englisch, 724 Seiten
Reihe: Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences
ISBN: 978-1-4398-6249-0
Verlag: CRC Press
Format: PDF
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)
This updated, bestselling book continues to be one of the only Bayesian statistics texts designed for social scientists. Incorporating new research and additional material, the third edition presents state-of-the-art guidance on Bayesian statistical computing. It emphasizes Markov chain Monte Carlo (MCMC) and computation with R and WinBUGS. Along with doubling the number of exercises, this edition covers time series, decision theory, nonparametric models, and mixture models. A solutions manual is available with qualifying course adoption.
Zielgruppe
Graduate students, statisticians, political scientists, and other social scientists such as psychologists, sociologists, economists, and educators.
Autoren/Hrsg.
Weitere Infos & Material
Introduction to Bayesian Statistical Thought for the 21st Century. Specifying Bayesian Models. The Normal and Student's-t Models. The Bayesian Linear Model. The Bayesian Prior. Assessing Model Quality. Bayesian Hypothesis Testing and the Bayes' Factor. Monte Carlo Methods. Basics of Markov Chain Monte Carlo. Bayesian Hierarchical Models. Some Markov Chain Monte Carlo Theory. Utilitarian Markov Chain Monte Carlo. Advanced Markov Chain Monte Carlo. Appendices. References. Indices.