Constructing probabilistic graphical model from predicate formulas for fusing logical and probabilistic knowledge.
Wei-Yi LiuKun YueMing-Hai GaoPublished in: Inf. Sci. (2011)
Keyphrases
- probabilistic knowledge
- probabilistic graphical models
- first order logic
- probabilistic reasoning
- propositional logic
- inference rules
- probabilistic logic
- markov networks
- formal semantics
- graphical models
- bayesian networks
- knowledge representation
- formal model
- logic programming
- default reasoning
- exact inference
- probabilistic inference
- description logics
- inductive logic programming
- latent variables
- parameter learning
- expert systems
- inference mechanism
- conditional probabilities
- belief propagation
- reasoning problems
- learning algorithm