Hypertree Decompositions Revisited for PGMs.
Aarthy Shivram ArunSai Vikneshwar Mani JayaramanChristopher RéAtri RudraPublished in: CoRR (2018)
Keyphrases
- probabilistic graphical models
- hypertree decomposition
- graphical models
- decomposition methods
- probabilistic inference
- markov networks
- database theory
- latent variables
- first order logic
- conjunctive queries
- approximate inference
- exact inference
- belief propagation
- bayesian networks
- hidden variables
- probabilistic model
- parameter learning
- databases
- soft computing
- belief networks
- probability distribution
- image segmentation
- optimal solution
- natural language
- decomposition method
- worst case
- conditional random fields
- random variables
- fuzzy logic