The Mysterious Optimality of Naive Bayes: Estimation of the Probability in the System of "Classifiers"
Oleg KupervasserPublished in: CoRR (2002)
Keyphrases
- naive bayes
- probability estimates
- decision trees
- classification accuracy
- text classification
- logistic regression
- naive bayes classifier
- probabilistic classifiers
- classification algorithm
- training data
- text categorization
- tree augmented naive bayes
- bayesian networks
- bayesian classifier
- naive bayesian classifier
- class probabilities
- feature selection
- cost sensitive
- probability estimation
- bayes classifier
- combining classifiers
- probability distribution
- bayesian network classifiers
- augmented naive bayes
- misclassification costs
- optimal solution
- independence assumption
- test instances
- naive bayes classification
- averaged one dependence estimators
- text classifiers
- base classifiers
- conditional independence assumption
- naive bayes models
- machine learning