Dirichlet Process

This page contains resources about Dirichlet Processes.

Books and Book Chapters

 * Ghosh, J. K., & Ramamoorthi, R. V. (2003). Bayesian Nonparametrics.Springer Series in Statistics. Springer-Verlag, New York, 16, 37.
 * Hjort, N. L., Holmes, C., Müller, P., & Walker, S. G. (Eds.). (2010). Bayesian Nonparametrics (Vol. 28). Cambridge University Press.
 * Murphy, K. P. (2012). Machine Learning: A Probabilistic Perspective. Chapter 25: Clustering. MIT Press.
 * Theodoridis, S. (2015). Machine Learning: A Bayesian and Optimization Perspective. Section 13.12: Nonparametric Bayesian Modeling. Academic Press.

Other Resources

 * Dirichlet Process: Practical course - MATLAB
 * Dirichlet Process - Metacademy
 * notes-on-dirichlet-processes - IPython notebooks explaining Dirichlet Processes, HDPs, and Latent Dirichlet Allocation
 * Clustering with Dirichlet process mixtures - MATLAB practical