Dirichlet Process Mixture Models

• [Rasmussen 2000] The NIPS paper that introduces Dirichlet process mixture models to the Machine Learning community
• Machine Learning: A Probabilistic Approach (Murphy) Chapter 25
• Peter Orbanz and Yee Whye Teh. Bayesian Nonparametric Models Encyclopedia of Machine Learning, 2010.
• Ferguson 1973. A Bayesian Analysis of Some Nonparametric Problems
• Sethuraman 1994. A Constructive Definition of Dirichlet Priors
• Escobar & West 1994. Bayesian Density Estimation and Inference Using Mixtures
• (video) Michael Jordan Dirichlet Processes, Chinese Restaurant Processes and All That
• (video) Yee Whye Teh Dirichlet Processes: Tutorial and Practical Course
• (video) Tom Griffiths Inferring Structure from Data
• Metacademy Dirichlet Process
• Metacademy Chinese Restaurant Process