Theoretical analysis and practical insights on importance sampling in Bayesian networks.
Changhe YuanMarek J. DruzdzelPublished in: Int. J. Approx. Reason. (2007)
Keyphrases
- importance sampling
- theoretical analysis
- bayesian networks
- approximate inference
- monte carlo
- graphical models
- markov chain
- particle filter
- kalman filter
- rare events
- probabilistic inference
- particle filtering
- probabilistic model
- markov chain monte carlo
- posterior probability
- conditional probabilities
- random variables
- probability distribution
- incomplete data
- message passing
- belief propagation