A Tutorial on Dirichlet Processes and Hierarchical Dirichlet Processes
A Tutorial on Dirichlet Processes and Hierarchical Dirichlet Processes Yee Whye Teh Gatsby Computational Neuroscience Unit University College London Mar 1, 2007 / CUED Yee Whye Teh (Gatsby) DP and HDP Tutorial Mar 1, 2007 / CUED 1 / 53 Outline 1 Dirichlet Processes Definitions, Existence, and Representations (recap) Applications Generalizations Generalizations 2 Hierarchical Dirichlet Processes Gr
Nonparametric Bayes Tutorial
This 3-part tutorial addresses a machine learning audience, not assumed to be familiar with measure theory or the theory of stochastic processes. The course is intended to provide (1) an overview of what nonparametric Bayesian models exist beyond those already used in machine learning, and (2) a basic understanding of the mathematical construction of ''process'' models, both existing ones and new
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