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Hilbert Space Embedding for Dirichlet Process Mixtures

Published on Jan 18, 20133833 Views

Krikamol Muandet

Confluence between Kernel Methods and Graphical Models

Related categories

Graphical ModelsKernel Methods

Chapter list

Hilbert Space Embedding for Dirichlet Process Mixtures00:00
Motivations (1)00:43
Motivations (2)01:50
Bayesian Clustering Problem02:57
Dilichlet Process03:37
Dirichlet Process Mixtures04:21
Stick-breaking Construction05:11
Hilbert Space Embedding for DPM (1)06:20
Hilbert Space Embedding for DPM (2)07:30
Almost-sure Truncation (1)08:13
Almost-sure Truncation (2)08:48
Optimization (1)09:17
Optimization (2)10:40
Demo11:29
Conclusions & Discussions12:38
Many thanks!14:01
Bibliography I14:02