Generating Diagnostic Bayesian Networks from Qualitative Causal Models.
Denis KirchhübelThomas Martini JørgensenPublished in: ETFA (2019)
Keyphrases
- causal models
- conditional independence
- bayesian networks
- causal discovery
- causal reasoning
- diagnostic reasoning
- diagnostic problem solving
- conditional independencies
- causal relationships
- uncertain knowledge
- possibility theory
- qualitative knowledge
- causal relations
- structural model
- causal structure
- probability theory
- causal inference
- directed acyclic graph
- structure learning
- structural equation models
- causal graph
- conditional probabilities
- qualitative reasoning
- qualitative information
- causal independence
- tractable cases
- expert systems
- medical diagnosis
- probability distribution
- physical systems
- probabilistic reasoning
- qualitative and quantitative
- random variables
- quantitative data
- observational data
- reasoning systems
- bayesian network classifiers
- discovery process
- probabilistic model