Speeding Up Inference in Statistical Relational Learning by Clustering Similar Query Literals.
Lilyana MihalkovaMatthew RichardsonPublished in: ILP (2009)
Keyphrases
- statistical relational learning
- inductive logic programming
- relational learning
- relational data
- collective classification
- data objects
- markov logic networks
- probabilistic logic
- probabilistic reasoning
- database
- query processing
- social network analysis
- k means
- multi relational
- bayesian networks
- graphical models
- first order logic
- background knowledge
- constraint satisfaction
- default reasoning
- information extraction
- data points
- stacked graphical learning
- maximum entropy
- probabilistic inference
- structure learning
- logic programming
- domain knowledge
- keywords