An attribute value frequency-based instance weighting filter for naive Bayes.
Wenqiang XuLiangxiao JiangLiangjun YuPublished in: J. Exp. Theor. Artif. Intell. (2019)
Keyphrases
- naive bayes
- attribute values
- decision trees
- classification accuracy
- test instances
- naive bayes classifier
- text classification
- text categorization
- misclassification costs
- logistic regression
- training data
- uci data sets
- nominal attributes
- bayesian networks
- feature selection
- classification algorithm
- text classifiers
- probability estimation
- bayesian classifier
- cost sensitive
- continuous attributes
- averaged one dependence estimators
- conditional independence assumption
- information gain
- tf idf
- numerical attributes
- base classifiers
- independence assumption
- naive bayesian classifier
- probabilistic classifiers
- similarity measure
- machine learning
- numeric attributes
- feature space
- term weighting
- augmented naive bayes