ProbLog Technology for Inference in a Probabilistic First Order Logic.
Maurice BruynoogheTheofrastos MantadelisAngelika KimmigBernd GutmannJoost VennekensGerda JanssensLuc De RaedtPublished in: ECAI (2010)
Keyphrases
- first order logic
- probabilistic reasoning
- probabilistic logic
- markov logic networks
- propositional logic
- markov logic
- expressive power
- theorem proving
- bayesian networks
- statistical relational learning
- knowledge representation
- transitive closure
- inductive logic programming
- probabilistic graphical models
- theorem prover
- belief networks
- inference rules
- markov networks
- representation language
- relational domains
- probabilistic inference
- relational algebra
- artificial intelligence
- logical rules
- structure learning
- search algorithm
- abductive reasoning
- parameter learning
- probabilistic model
- markov random field
- generative model
- constraint databases
- maximum likelihood