An evaluation of classifier-specific filter measure performance for feature selection.
Cecille FreemanDana KulicOtman A. BasirPublished in: Pattern Recognit. (2015)
Keyphrases
- feature selection
- wrapper method
- feature set
- support vector
- preprocessing step
- small sample
- feature space
- support vector machine
- bayes classifier
- feature reduction
- machine learning
- mutual information
- selection criterion
- evaluation measures
- input features
- model selection
- fold cross validation
- classification method
- feature subset
- learning algorithm
- feature weighting
- bayesian classifier
- feature ranking
- irrelevant and redundant features
- text categorization
- text classification
- knn
- training data
- similarity measure
- text classifiers
- information gain
- training samples
- k nearest neighbor
- dimensionality reduction
- feature vectors
- irrelevant features
- decision trees
- correlation based feature selection