MAB-optimized binary PSO-based feature selection for enhanced classification performance.
Arkadiusz NowakowskiLukasz StrakWojciech WieczorekPublished in: KES (2023)
Keyphrases
- feature selection
- classification accuracy
- text classification
- feature extraction
- support vector
- machine learning
- feature space
- pattern recognition
- support vector machine
- feature set
- high dimensionality
- classification models
- feature selection algorithms
- feature selection and classification
- classification method
- model selection
- method for feature selection
- image classification
- particle swarm optimization
- text categorization
- class separability
- training samples
- irrelevant features
- classification algorithm
- discriminative features
- neural network
- genetic algorithm
- binary classification problems
- small sample
- bayesian classifier
- information gain
- training data
- feature subset
- supervised learning
- unsupervised learning
- decision trees
- feature weighting
- feature subset selection
- knn
- bayes classifier
- cross validation
- class labels
- classification performances
- dimensionality reduction