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
- first order logic
- belief propagation
- exact inference
- database theory
- approximate inference
- random variables
- databases
- belief functions
- decomposition method
- tree decomposition
- soft computing
- parameter learning
- conditional probabilities
- latent variables
- dynamic programming
- special case
- expert systems
- optimal solution
- bayesian networks