Scaling Up Markov Logic Probabilistic Inference for Social Graphs.
Haiquan ChenWei-Shinn KuHaixun WangLiang TangMin-Te SunPublished in: IEEE Trans. Knowl. Data Eng. (2017)
Keyphrases
- probabilistic inference
- markov logic
- social graphs
- probabilistic graphical models
- graphical models
- markov networks
- social networks
- markov logic networks
- online social networks
- bayesian networks
- probabilistic reasoning
- exact inference
- approximate inference
- belief propagation
- first order logic
- web scale
- inductive logic programming
- coreference resolution
- conditional probabilities
- message passing
- statistical relational learning
- belief networks
- probabilistic model
- structure learning
- random variables
- knowledge representation
- relational databases
- conditional random fields
- background knowledge
- factor graphs
- maximum likelihood
- learning algorithm