Dirichlet Process

From Ioannis Kourouklides
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This page contains resources about Dirichlet Processes.

Online Courses

Video Lectures

Lecture Notes

Books and Book Chapters

  • Ghosh, J. K., & Ramamoorthi, R. V. (2003). Bayesian Nonparametrics.Springer Series in Statistics. Springer-Verlag, New York16, 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.

Scholarly Articles


Other Resources