Probabilistic Logic with Conditional Independence Formulae.
Magdalena IvanovskaMartin GiesePublished in: STAIRS (2010)
Keyphrases
- conditional independence
- probabilistic logic
- probability theory
- bayesian networks
- probabilistic reasoning
- random variables
- graphical models
- structure learning
- maximum entropy
- causal models
- directed acyclic graph
- statistical relational learning
- probability distribution
- possibility theory
- default reasoning
- axiomatic characterization
- approximate inference
- probabilistic inference
- logic programs
- distributed systems
- expert systems
- decision making