Bayesian Data Analysis With OpenBUGS, BRugs, and JAGS

IBC *members: Yi He, William Wu, Heidi Chen, Angel An, Cindy Chen and Chuan Zhou

Software download:

Recommended Textbooks

Must-haves

  • Bayesian Data Analysis, 2nd Edition. Gelman, Carlin, Stern, and Rubin (2004) go to CRP press to order. One of the best sellers. Cheap.
  • WinBUGS manual and examples (Vol 1, 2, and 3). free download from winbugs homepage.
  • OpenBUGS manual free download from openbugs homepage.
  • Bayesian Approaches to Clinical Trials and Health-Care Evaluation. Spiegelhalter, Abrams, and Myles (2004). Frank's favorite.

Online Courses

A list of good textbooks:*

  • Computational statistics. Givens and Hoeting (2005). expensive. A general overview of statsistical computing including EM algorithm, optimization algorithm, numerical integration, MCMC, Bootstrapping, and smoothing.
  • Markov Chain Monte Carlo in Practice. Gilks, Richardson, and Spiegelhalter (1996). expensive For theroetical and further readings of MCMC.
  • Bayes and Empirical Bayes Methods for Data Analysis, 2nd Edition. Carlin and Louis (1996). Cheap. Best seller.
  • Bayesian Analysis. Box and Tiao. (classic version)
  • NEW See also http://www.indiana.edu/~kruschke

Notes, Slides, Codes and Data sets

The first presentation will include:

  1. Overview of our IBC project: members, organization, plan, goal, etc.*
  2. A short handout of the presentation;
  3. Very brief overiew of Bayesian techniques, in particular, how to understand Bayesian MCMC samples vs. frequentist analysis; common MCMC samplers;
  4. Software download and install;
  5. A concrete hierarchical example with data and BUGS code. Run the code during the presentation and explain some Bayesian concepts in this example;
Feedback will be collected by William and Heidi

Topic attachments
I Attachment Action Size Date Who Comment
bmeta.tar.gzgz bmeta.tar.gz manage 603.0 K 09 Mar 2006 - 15:24 ChuanZhou JAGS
handout1.pdfpdf handout1.pdf manage 123.0 K 13 Feb 2006 - 15:23 YiHe  
handout1.textex handout1.tex manage 3.1 K 10 Feb 2006 - 11:37 YiHe  
hierarchicalNormalNormal.textex hierarchicalNormalNormal.tex manage 13.5 K 10 Feb 2006 - 11:40 YiHe  
intro.textex intro.tex manage 4.9 K 10 Feb 2006 - 11:40 YiHe  
presentation1.pdfpdf presentation1.pdf manage 206.4 K 09 Feb 2006 - 17:42 YiHe  
presentation1.textex presentation1.tex manage 12.1 K 10 Feb 2006 - 11:37 YiHe  
rats.bugsbugs rats.bugs manage 2.4 K 03 Feb 2006 - 12:02 YiHe rats.bugs
rats.datdat rats.dat manage 0.8 K 03 Feb 2006 - 12:08 YiHe  
rats.rr rats.r manage 0.4 K 03 Feb 2006 - 12:09 YiHe  
Topic revision: r21 - 26 Feb 2013, FrankHarrell
 

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