Validity Estimates for Loopy Belief Propagation on Binary Real-world Networks.
Joris M. MooijHilbert J. KappenPublished in: NIPS (2004)
Keyphrases
- loopy belief propagation
- real world networks
- complex networks
- belief propagation
- community structure
- markov random field
- graphical models
- social networks
- approximate inference
- network structure
- community detection
- network analysis
- graph cuts
- free energy
- message passing
- conditional random fields
- graph theory
- markov chain monte carlo
- energy minimization
- em algorithm
- probabilistic inference
- link prediction
- dynamic bayesian networks
- state space
- machine learning
- probabilistic model
- heterogeneous networks
- learning algorithm
- generative model
- information retrieval