Evaluation of Approaches for Dimensionality Reduction Applied with Naive Bayes Anti-Spam Filters.
Tiago A. AlmeidaAkebo YamakamiJurandy AlmeidaPublished in: ICMLA (2009)
Keyphrases
- probabilistic classifiers
- naive bayes
- dimensionality reduction
- naive bayes classifier
- decision trees
- probability estimation
- classification accuracy
- text classification
- logistic regression
- training data
- classification algorithm
- bayesian networks
- conditional independence assumption
- feature selection
- uci datasets
- text classifiers
- text categorization
- attribute dependencies
- uci data sets
- cost sensitive
- naive bayesian classifier
- naive bayes classification
- bayesian classifier
- locally weighted
- high dimensionality
- independence assumption
- high dimensional data
- principal component analysis
- tree augmented naive bayes