A Network-Specific Markov Random Field Approach to Community Detection.
Dongxiao HeXinxin YouZhiyong FengDi JinXue YangWeixiong ZhangPublished in: AAAI (2018)
Keyphrases
- markov random field
- community detection
- complex networks
- community structure
- real world networks
- community detection algorithms
- link prediction
- belief propagation
- overlapping communities
- social networks
- mrf model
- information networks
- graph cuts
- bipartite networks
- random fields
- parameter estimation
- image segmentation
- network analysis
- network structure
- higher order
- pairwise
- maximum a posteriori
- energy function
- citation networks
- networked data
- prior model
- community discovery
- network model
- graph mining
- densely connected
- message passing
- graph theory
- potential functions
- social network analysis
- mrf optimization
- maximum a posterior
- probabilistic model
- prior knowledge
- bayesian networks
- clustering algorithm