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Join DELOS - MUSCLE Summer School on Multimedia digital libraries, Machine learning and cross-modal technologies for access and retrieval

Machine learning for access and retrieval II

author: Jia Li, Pennsylvania State University
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Slides
0:01 Hidden Markov Models with Applications
22:31 Outline
24:36 Clustering by Mixture Models
24:45 Clustering
25:51 Clustering
26:31 Approaches to Clustering
28:01 Mixture Model-based Clustering
28:40 Clustering
30:34 Mixture Model-based Clustering
31:19 Mixture of Normals
33:35 Mixture Model-based Clustering
36:11 Advantages
37:48 EM Algorithm
38:30 Mixture of Normals
39:45 EM Algorithm
44:48 EM Algorithm
46:15 EM Algorithm
47:19 EM for the Mixture of Normals
48:51 EM for the Mixture of Normals
49:17 EM for the Mixture of Normals
49:57 EM for the Mixture of Normals
50:46 EM for the Mixture of Normals
51:54 EM for the Mixture of Normals
52:42 EM for the Mixture of Normals
54:04 Computation Issues
57:22 Examples
58:21 Examples
59:51 Classification Likelihood
60:42 Classification EM
60:54 Classification EM
61:27 Outline

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