Differential evolution for filter feature selection based on information theory and feature ranking.
Emrah HancerBing XueMengjie ZhangPublished in: Knowl. Based Syst. (2018)
Keyphrases
- information theory
- differential evolution
- feature ranking
- feature selection
- information theoretic
- evolutionary algorithm
- mutual information
- differential evolution algorithm
- particle swarm optimization
- optimization algorithm
- genetic algorithm
- optimization method
- feature subset
- feature selection algorithms
- text categorization
- high dimensionality
- feature subset selection
- support vector machine
- classification models
- feature set
- gene selection
- support vector
- multi layer perceptron
- random forest
- parameter optimization
- fold cross validation
- multi objective
- machine learning
- text classification
- selected features
- multi class
- missing values
- classification accuracy
- knn
- optimization problems
- dimensionality reduction
- feature extraction
- semi supervised