en
0.25
0.5
0.75
1.25
1.5
1.75
2
A Bayesian Framework for Estimating Properties of Network Diffusions
Published on Feb 4, 20251843 Views
The analysis of network connections, diffusion processes and cascades requires evaluating properties of the diffusion network. Properties of interest often involve variables that are not explicitly ob
Related categories
Presentation
A Bayesian Framework for Estimating Properties of Network Diffusions00:00
Network Diffusion00:14
Problems in Network Diffusion Analysis01:21
Example Property: Leaders of tribes (LoT)02:44
Evaluating Joint Properties: Challenges04:22
Expectations of Network Diffusion Properties06:37
Bayesian Network Diffusion Analysis08:45
Computational Tractability10:10
Interesting Network Diffusion Properties12:59
Approximate Evaluation of Not-nice Properties14:26
Experiments: Algorithms14:49
Synthetic Data Experiments14:56
Synthetic Data Experiments: Weak LoT Reconstruction14:58
Synthetic Data Experiments: One-to-one Properties15:22
Real Data Experiments15:39
Scaling Experiments16:08
Closing Thoughts16:24