Optimized Algorithm for Learning Bayesian Network Super-structures.
Edwin VillanuevaCarlos Dias MacielPublished in: ICPRAM (1) (2012)
Keyphrases
- learning algorithm
- bayesian networks
- optimal solution
- computational complexity
- preprocessing
- incremental learning
- np hard
- detection algorithm
- dynamic programming
- learning phase
- online learning
- computational cost
- worst case
- cost function
- expectation maximization
- optimization algorithm
- bayesian network structure
- matching algorithm
- active learning
- inference in bayesian networks
- learning speed
- bayesian network structures
- markov blanket
- statistical queries
- tree structure
- significant improvement
- learning process
- similarity measure