Network Regression with Predictive Clustering Trees thumbnail
Pause
Mute
Subtitles
Playback speed
0.25
0.5
0.75
1
1.25
1.5
1.75
2
Full screen

Network Regression with Predictive Clustering Trees

Published on Nov 30, 20113323 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

Related categories

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