- De Finetti's Exchangeability Theorem
- Background: Dirichlet Distribution
- Motivation: Mixture Model
- Dirichlet Process
References
- Main: http://cs.brown.edu/~sudderth/papers/sudderthPhD.pdf
- http://www.cs.princeton.edu/courses/archive/fall07/cos597C/syllabus.html
- http://stat.columbia.edu/~porbanz/talks/npb-tutorial.html
- http://www.stats.ox.ac.uk/~teh/npbayes.html -- videos!
- http://www.cs.berkeley.edu/~jordan/bnp.html
- http://www.cs.berkeley.edu/~jordan/courses/294-fall09/lectures/nonparametric/
- http://metaoptimize.com/qa/questions/5346/nonparametric-bayesian
- http://en.wikipedia.org/wiki/Gibbs_sampling
- http://cs229.stanford.edu/section/cs229-gaussian_processes.pdf