The Effect of Combination Functions on the Complexity of Relational Bayesian Networks.
Denis Deratani MauáFábio Gagliardi CozmanPublished in: Probabilistic Graphical Models (2016)
Keyphrases
- bayesian networks
- relational databases
- probabilistic relational models
- structure learning
- worst case
- computational cost
- databases
- decision diagrams
- conditional independence
- data model
- computational complexity
- neural network
- probability distribution
- graphical models
- basis functions
- decision problems
- memory requirements
- conditional probabilities
- expert knowledge
- lower bound
- probabilistic reasoning
- complexity analysis
- database