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Dirichlet Processes, Chinese Restaurant Processes, and all that
Published on 2007-02-2587615 Views
Bayesian approaches to learning problems have many virtues, including their ability to make use of prior knowledge and their ability to link related sources of information, but they also have many vic
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Presentation
Dirichlet Processes..00:03
Some Well-Worn...02:27
decisio-Theoretic..04:23
The De Finetti...06:57
Directed...08:59
Inference..09:18
Inference...09:36
Gibbs Sampling09:54
Variation Algorithms10:31
plates11:04
Outline11:58
Mixture Models12:26
Model Selection...13:18
Latent Dirichlet...14:07
Dirichlet Distribution16:14
The Topic Simplex16:43
Probabilistic Modeling...17:26
Correspondence LDA18:11
Automatic Annotation19:00
Chinese Restaurant..20:28
The CRP..24:20
NIPS Data26:42
Haplotype Modeling27:37
CRP-based..30:31
Multiple Inference..33:29
Hierarhical...33:49
Multiple Clustering...34:21
Dirichlet Process34:48
The Posterior...37:54
Stick-Breaking...39:31
Dirichlet Process...40:58
Integrating Out G41:53
Inference for...42:51
Variational Inference43:17
Example43:49
Hierarchical..45:22
Gibbs Sampling...46:59
NIPS...47:24
Models47:37
Results47:48
Shared Topics48:47
Hidden Markov Models49:22
Alice in Wonderland50:01
Hierarchical...50:17
Nested Chinese...51:26
Estimating the Hierarchy52:17
Topic Hierarchy...52:48
Empirical Bayes..53:43
Conclusions55:03