Collective inference for network data with copula latent markov networks.
Rongjing XiangJennifer NevillePublished in: WSDM (2013)
Keyphrases
- collective classification
- markov networks
- graphical models
- maximum likelihood
- statistical relational learning
- first order logic
- probabilistic graphical models
- probabilistic model
- belief propagation
- latent variables
- bayesian inference
- bayesian networks
- markov random field
- maximum margin
- link prediction
- hidden variables
- posterior probability
- structured prediction
- structure learning
- markov logic networks
- conditional random fields
- spam filtering
- relational data
- sentiment analysis
- document classification
- inductive logic programming
- max margin
- random variables
- conditional probabilities
- energy function
- random fields
- message passing
- higher order
- decision trees