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Compact and Understandable Descriptions of Mixtures of Bernoulli Distributions

Published on Oct 05, 20074458 Views

Finite mixture models can be used in estimating complex, unknown probability distributions and also in clustering data. The parameters of the models form a complex representation and are not suitable

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Chapter list

Compact and Understandable Descriptions of Mixtures of Bernoulli Distributions00:00
Background on the Problem00:47
Example on the Data Collection01:41
Chromosomal Regions: Names02:12
DNA Copy Number Amplification Data as 0-1 Data03:05
Mixture Models for 0-1 Data03:45
Model Selection: How Many Components in a Mixture?05:26
Mixture Model: Chromosome 106:30
Mixture Model in Clustering07:35
Solution Creates a Problem08:26
Compact and Understandable Descriptions09:14
Describe the Model Parameters10:13
Describe the Clustered Data11:07
Descriptions - Chromosome 112:01
Amplification Models and Patterns13:10
Summary and Conclusions13:51