Bayesian networks for imputation in classification problems.
Estevam R. Hruschka Jr.Eduardo R. HruschkaNelson F. F. EbeckenPublished in: J. Intell. Inf. Syst. (2007)
Keyphrases
- bayesian networks
- missing values
- incomplete data
- missing data
- learning bayesian networks
- structure learning
- probability distribution
- multiple imputation
- hidden variables
- conditional independence
- probabilistic inference
- probabilistic model
- inference in bayesian networks
- probabilistic reasoning
- bayesian network classifiers
- graphical models
- expert knowledge
- bayesian network structure
- bayesian network learning
- bayesian network inference
- missing data imputation
- markov blanket
- conditional probabilities
- dynamic bayesian networks
- causal relationships
- naive bayes
- maximum likelihood
- case study