Graphical Models as Languages for Computer Assisted Diagnosis and Decision Making.
Finn Verner JensenPublished in: ECSQARU (2001)
Keyphrases
- graphical models
- computer assisted diagnosis
- decision making
- belief propagation
- random variables
- probabilistic graphical models
- influence diagrams
- probabilistic inference
- probabilistic model
- decision makers
- structure learning
- approximate inference
- bayesian networks
- map inference
- conditional random fields
- factor graphs
- expressive power
- exact inference
- belief networks
- conditional independence
- databases
- data mining
- markov networks
- undirected graphical models
- statistical inference
- markov logic networks
- fuzzy relations
- statistical relational learning
- decision problems