Compiling Probabilistic Graphical Models Using Sentential Decision Diagrams.
Arthur ChoiDoga KisaAdnan DarwichePublished in: ECSQARU (2013)
Keyphrases
- probabilistic graphical models
- decision diagrams
- graphical models
- markov decision processes
- multi valued
- markov networks
- digital circuits
- first order logic
- efficient computation
- latent variables
- approximate inference
- exact inference
- belief propagation
- binary decision diagrams
- probabilistic inference
- compressed data
- constraint satisfaction problems
- planning problems
- conditional random fields
- random variables
- probabilistic model
- bayesian networks
- hidden variables
- belief functions
- machine learning
- parameter learning
- image processing