Why the Naive Bayes approximation is not as Naive as it appears.
Christopher R. StephensHugo Flores HuertaAna Ruiz LinaresPublished in: IISA (2015)
Keyphrases
- naive bayes
- decision trees
- classification accuracy
- text classification
- logistic regression
- training data
- naive bayes classifier
- probability estimation
- text categorization
- uci datasets
- naive bayesian classifier
- bayesian classifier
- cost sensitive
- feature selection
- test instances
- uci data sets
- bayesian networks
- classification algorithm
- locally weighted
- probabilistic classifiers
- base classifiers
- text classifiers
- augmented naive bayes
- naive bayes classification
- data sets
- bayesian network classifiers
- machine learning
- knn
- averaged one dependence estimators
- bayesian classifiers
- combining classifiers
- closed form
- k nearest neighbor
- low variance
- naive bayes models
- neural network