Conditional probability table limit-based quantization for Bayesian networks: model quality, data fidelity and structure score.
Rafael Rodrigues Mendes RibeiroJordão Natal de Oliveira JúniorCassio Polpo de CamposCarlos Dias MacielPublished in: Appl. Intell. (2024)
Keyphrases
- bayesian networks
- probability distribution
- probabilistic model
- conditional probabilities
- experimental data
- high quality
- hidden variables
- expert knowledge
- database
- input data
- network structure
- data sets
- bayesian network structure
- joint distribution
- data quality
- data analysis
- training data
- knowledge discovery
- similarity measure
- bayesian model
- incomplete data
- text mining
- graphical models
- small number
- missing data
- data points
- joint probability
- conditional independencies
- bayesian belief networks
- support vector
- bayesian inference
- posterior probability
- pairwise
- prior knowledge
- data sources
- em algorithm