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Dirichlet Process: Practical Course
Published on Jan 15, 201311330 Views
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Chapter list
Dirichlet Process: Practical Course00:00
MATLAB Code by Yee Whye Teh00:16
Dirichlet Processes00:35
Dirichlet distribution: Definition02:53
Dirichlet Distribution - 103:55
Dirichlet Distribution - 204:51
Dirichlet Distribution - 305:30
Dirichlet Distribution - 406:02
Dirichlet Distribution - 506:02
Generating DP samples - 106:03
Generating DP samples - 311:16
Generating DP samples - 412:22
Generating DP samples - 212:36
Generating DP samples - 514:48
Gn from Polya’s Urn sampling - 116:11
Gn from Polya’s Urn sampling - 216:50
Concentration parameter α17:12
Utilization of DPs17:55
Density Estimation - 120:43
Density Estimation - 221:19
Density Estimation - 322:09
Density Estimation - 423:17
Density Estimation - 523:29
Density Estimation - 623:40
Infinite Mixture Model - 125:01
Infinite Mixture Model - 225:50
dpm_gibbs.m - 126:13
Infinite Mixture Model: Gibbs Sampling - 130:07
Infinite Mixture Model: Gibbs Sampling - 232:27
dpm_gibbs.m - 233:40
dpm_gibbs.m - 334:40
dpm_gibbs.m - 434:51
dpm_gibbs.m - 536:45
dpm_gibbs.m - 637:55
dpm_gibbs.m - 738:25
Clustering NIPS papers - 138:52
Clustering NIPS papers - 240:57
Clustering NIPS papers - 341:51
Try it out!43:16
Effect of the distribution over α on the prior distribution over components - 143:26
Effect of the distribution over α on the prior distribution over components - 246:08
Effect of the choice of the base distribution - 147:32
Effect of the choice of the base distribution - 250:17
Effect of the choice of the base distribution - 351:16