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Graph Evolution via Social Diffusion Processes
Published on Oct 03, 20112921 Views
We present a new stochastic process, called as Social Diffusion Process (SDP), to address the graph modeling. Based on this model, we derive a graph evolution algorithm and a series of graph-based app
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Chapter list
Graph Evolution via Social Diffusion Processes00:00
Outline00:17
Introduction00:18
Motivation01:16
Motivation case study: Facebook (1)02:02
Motivation case study: Facebook (2)02:06
Motivation case study: Facebook (3)02:12
Social Diffusion Process (1)02:21
Social Diffusion Process (2)03:10
Social Diffusion Process (3)04:15
Social Diffusion Process (4)05:36
Social Diffusion Process (5)05:41
Social Diffusion Process (6)06:18
Social Diffusion Process (7)07:14
Social Diffusion Process Model07:35
Social Diffusion Process (8)08:55
Social Diffusion Process Algorithm09:35
Social Diffusion Process: a simple case (1)09:59
Social Diffusion Process: a simple case (2)10:40
Social Diffusion Process: a simple case (3)10:59
Applications11:21
Experimental Results (1)12:28
Experimental Results (2)12:31
Experimental Results: Clustering13:03
Experimental Results: Semi-supervised Learning13:58
Experimental Results: microRNA function analysis (1)15:09
Experimental Results: microRNA function analysis (2)15:36
Experimental Results: microRNA function analysis (3)15:41
Experimental Results: microRNA function analysis (4)15:45
Experimental Results: microRNA function analysis (5)15:52
Conclusions15:54