Probabilistic graphical models in modern social network analysis.
Alireza FarasatAlexander G. NikolaevSargur N. SrihariRachael Hageman BlairPublished in: Soc. Netw. Anal. Min. (2015)
Keyphrases
- probabilistic graphical models
- social network analysis
- graphical models
- social networks
- network analysis
- first order logic
- markov networks
- link prediction
- latent variables
- probabilistic inference
- communication patterns
- approximate inference
- parameter learning
- belief propagation
- complex networks
- conditional random fields
- exact inference
- key players
- random variables
- law enforcement
- probabilistic model
- prior knowledge
- bayesian networks
- information retrieval
- hidden variables
- higher order
- training data
- artificial intelligence
- social structure