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Network Regression with Predictive Clustering Trees

Published on Nov 30, 20113324 Views

Regression inference in network data is a challenging task in machine learning and data mining. Network data describe entities represented by nodes, which may be connected with (related to) each other

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Chapter list

Network Regression with Predictive Clustering Trees00:00
Mining network data00:42
Autocorrelation - 101:22
Autocorrelation - 202:17
The Basic Idea03:28
The Basic Idea: learning NPCTs04:19
Measures of Network Autocorrelation05:15
Top down induction of NPCTs07:47
Learning NPCTs: practical aspects09:22
Datasets10:52
Experimental Setup11:27
Results - 112:38
Results - 214:33
Conclusions16:52
Further Work17:54
Q & A18:49