How long, O Bayesian network, will I sample thee? - A program analysis perspective on expected sampling times.
Kevin BatzBenjamin Lucien KaminskiJoost-Pieter KatoenChristoph MathejaPublished in: ESOP (2018)
Keyphrases
- bayesian networks
- sample size
- sampled data
- progressive sampling
- random sample
- incomplete data
- graphical models
- probabilistic inference
- sampling strategy
- learning bayesian networks
- orders of magnitude
- bayesian network inference
- random sampling
- conditional independence
- structure learning
- structural learning
- viewpoint
- neural network
- random samples
- sampling methods
- parameter learning
- probabilistic reasoning
- expert knowledge
- monte carlo