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Probabilistic Latent Network Visualization: Inferring and Embedding Diffusion Networks
Published on Oct 07, 20142216 Views
The diffusion of information, rumors, and diseases are assumed to be probabilistic processes over some network structure. An event starts at one node of the network, and then spreads to the edges of t
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Chapter list
Probabilistic Latent Network Visualization:Inferring and Embedding Diffusion Networks00:00
Introduction00:16
Hidden Network Structure - 100:53
Hidden Network Structure - 201:31
Proposed Model01:48
Advantage 1:Network Visualization02:46
Advantage 2: Network Inference03:23
Preliminary: Survival Analysis05:03
Proposed Model05:54
Likelihood06:42
Inference07:12
Experiments: Data07:33
Exp.1: Visualization Performance08:07
Baseline Method09:13
Exp.1: Visualization Performance10:00
Comparisons of 2-, and 3-dimensional Visualization10:33
Exp.2: Network Inference Performance11:14
Conclusion12:24