Comparison of Different Probabilistic Graphical Models as Causal Models in Alarm Flood Reduction.
Paul WunderlichNemanja HranisavljevicPublished in: INDIN (2019)
Keyphrases
- probabilistic graphical models
- causal models
- graphical models
- causal discovery
- conditional independence
- causal relationships
- markov networks
- first order logic
- conditional random fields
- directed acyclic graph
- random variables
- belief propagation
- latent variables
- approximate inference
- causal reasoning
- decision making
- belief functions
- parameter learning
- exact inference
- probabilistic inference
- least squares
- probabilistic model
- hidden markov models
- pairwise
- causal graph
- bayesian networks