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Community Detection in Graphs through Correlation

Published on Oct 07, 20141927 Views

Community detection is an important task for social networks, which helps us understand the functional modules on the whole network. Among different community detection methods based on graph structur

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Chapter list

Community Detection in Graphs through Correlation00:00
Community Detection00:17
Related Work00:58
Opportunities for improvement01:26
Major problem of modularity01:41
Connection with itemset search02:32
Correlated Itemsets03:35
Correlated itemset example04:22
Modularity Function04:54
Transforming modularity function - 105:14
Transforming modularity function - 205:58
Transforming modularity function - 307:34
Transforming modularity function - 408:01
Transforming modularity function - 508:31
Transforming modularity function - 609:00
Outline - 109:43
Upper bound analysis - 109:52
Upper bound analysis - 210:41
Outline - 211:10
Experiments - 111:14
Real life datasets - 111:24
Real life datasets - 211:36
Simulated datasets11:55
Experiments - 212:18
Experiments - 313:03
Summary13:20