Inductive Logic Programming Meets Relational Databases: Efficient Learning of Markov Logic Networks.
Marcin MalecTushar KhotJames G. NagyErik BlaskSriraam NatarajanPublished in: ILP (2016)
Keyphrases
- efficient learning
- inductive logic programming
- relational databases
- markov logic networks
- first order logic
- statistical relational learning
- markov networks
- bayes net
- relational data
- relational learning
- background knowledge
- probabilistic reasoning
- relational model
- relational domains
- probabilistic graphical models
- object oriented
- rule learning
- databases
- max margin
- structure learning
- functional dependencies
- learning algorithm
- graphical models
- machine learning
- structured prediction
- knowledge representation
- xml data
- relational models
- logic programs
- logic programming
- pattern languages
- maximum margin
- xml documents
- active learning
- information extraction
- natural language
- bayesian networks
- knowledge base
- feature selection
- random variables