Amortized simulation-based frequentist inference for tractable and intractable likelihoods.
Ali Al KadhimHarrison B. ProsperOlivia F. ProsperPublished in: Mach. Learn. Sci. Technol. (2024)
Keyphrases
- exact inference
- np complete
- computational complexity
- worst case
- approximate inference
- probabilistic inference
- bayesian model
- random variables
- np hard
- bayesian networks
- efficient learning
- bayesian inference
- dynamic bayesian networks
- maximum likelihood
- inference mechanism
- data sets
- random fields
- inference engine
- computational problems
- search tree
- bounded treewidth
- belief networks
- hidden markov models
- knowledge base