Evolutionary Multitasking for Feature Selection in High-Dimensional Classification via Particle Swarm Optimization.
Ke ChenBing XueMengjie ZhangFengyu ZhouPublished in: IEEE Trans. Evol. Comput. (2022)
Keyphrases
- feature selection
- high dimensional
- particle swarm optimization
- high dimensionality
- classification accuracy
- feature space
- dimension reduction
- support vector
- text classification
- classification models
- machine learning
- feature extraction
- small sample
- feature set
- feature subset
- support vector machine
- feature selection algorithms
- dimensionality reduction
- irrelevant features
- unsupervised learning
- support vector machine svm
- feature subset selection
- pattern recognition
- particle swarm optimization algorithm
- high dimensional data
- small sample size
- swarm intelligence
- redundant features
- feature selection and classification
- microarray data
- particle swarm optimization pso
- method for feature selection
- neural network
- nearest neighbor
- mutual information
- data points
- text categorization
- genetic algorithm
- classification performances
- pso algorithm
- evolutionary algorithm
- gene expression data
- classification method
- classification algorithm
- instance selection
- face recognition
- class separability
- feature vectors
- image classification
- discriminative features
- variable selection
- multi task
- genetic programming
- model selection
- optimization algorithm
- data sets
- similarity search
- evolutionary computation