Exploiting causal functional relationships in Bayesian network modelling for personalised healthcare.
Marina VelikovaJosien Terwisscha van ScheltingaPeter J. F. LucasMarc SpaandermanPublished in: Int. J. Approx. Reason. (2014)
Keyphrases
- causal relationships
- bayesian networks
- causal discovery
- causal structure
- causal models
- data mining
- causal relations
- causal reasoning
- causal knowledge
- graphical models
- causal networks
- probabilistic inference
- learning bayesian networks
- influence diagrams
- functional properties
- conditional independencies
- information systems
- markov blanket
- conditional independence
- qualitative models
- structure learning
- incomplete data
- user preferences
- information technology
- hidden variables
- conditional probabilities
- causal independence
- context aware
- bayesian network inference