Required sample size for learning sparse Bayesian networks with many variables
Pawel WocjanDominik JanzingThomas BethPublished in: CoRR (2002)
Keyphrases
- sample size
- bayesian networks
- finite sample
- markov blanket
- bayesian network structures
- hidden variables
- learning problems
- learning algorithm
- model selection
- covariance matrix
- random sampling
- reinforcement learning
- knowledge acquisition
- learning tasks
- upper bound
- structure learning
- decision trees
- statistically significant
- worst case
- conditional probabilities
- statistical tests
- association rules
- experimental design
- dynamic bayesian networks
- feature selection