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Probabilistic Latent Network Visualization: Inferring and Embedding Diffusion Networks
Published on Feb 4, 20252226 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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Presentation
Probabilistic Latent Network Visualization:Inferring and Embedding Diffusion Networks00:00
Introduction00:16
Hidden Network Structure - 100:53
Hidden Network Structure - 201:31
Advantage 1:Network Visualization02:46
Advantage 2: Network Inference03:23
Preliminary: Survival Analysis05:03
Proposed Model05:54
Likelihood06:42
Inference07:12
Experiments: Data07:33
Baseline Method09:13
Exp.1: Visualization Performance10:00
Comparisons of 2-, and 3-dimensional Visualization10:33
Exp.2: Network Inference Performance11:14
Conclusion12:24