Generalising Event Trees Using Bayesian Networks with a Case Study of Train Derailment.
George BearfieldWilliam MarshPublished in: SAFECOMP (2005)
Keyphrases
- bayesian networks
- decision trees
- event detection
- case study
- structure learning
- test bed
- conditional independence
- event driven
- tree structures
- hidden variables
- tree structure
- random variables
- graphical models
- inference in bayesian networks
- probability distribution
- probabilistic reasoning
- bayesian network learning
- learning bayesian networks
- event sequences
- probabilistic model
- event recognition
- temporal patterns
- tree construction
- diagnostic reasoning
- tree models
- conditional probabilities
- parameter learning
- special case
- complex domains
- expert systems
- data sets
- bayesian belief networks
- probabilistic inference
- event types