An evolutionary filter approach to feature selection in classification for both single- and multi-objective scenarios.
Emrah HancerBing XueMengjie ZhangPublished in: Knowl. Based Syst. (2023)
Keyphrases
- feature selection
- multi objective
- classification accuracy
- text classification
- preprocessing step
- support vector
- feature space
- support vector machine
- feature set
- machine learning
- evolutionary algorithm
- classification models
- feature extraction
- high dimensionality
- feature subset selection
- method for feature selection
- optimization algorithm
- classification performances
- pattern recognition
- feature selection algorithms
- decision trees
- multi objective optimization
- naive bayes
- wrapper method
- irrelevant features
- accurate classification
- feature subset
- classification method
- unsupervised learning
- objective function
- classification algorithm
- support vector machine svm
- model selection
- discriminative features
- image classification
- mutual information
- redundant features
- small sample
- supervised learning
- feature vectors
- feature selection and classification
- training set
- conditional mutual information