Probabilistic Event Calculus Based on Markov Logic Networks.
Anastasios SkarlatidisGeorgios PaliourasGeorge A. VourosAlexander ArtikisPublished in: RuleML America (2011)
Keyphrases
- markov logic networks
- event calculus
- probabilistic reasoning
- first order logic
- situation calculus
- structure learning
- transitive closure
- partially ordered
- temporal reasoning
- probabilistic graphical models
- reasoning tasks
- deductive databases
- domain specific knowledge
- markov networks
- bayesian networks
- graphical models
- probabilistic model
- directed acyclic graph
- partial order
- max margin
- conditional independence
- qualitative and quantitative
- conditional probabilities
- belief propagation
- constraint satisfaction
- maximum likelihood