Particle swarm optimization for parameter determination and feature selection of support vector machines.
Shih-Wei LinKuo-Ching YingShih-Chieh ChenZne-Jung LeePublished in: Expert Syst. Appl. (2008)
Keyphrases
- parameter determination
- support vector
- feature selection
- particle swarm optimization
- model selection
- learning machines
- large margin classifiers
- support vector regression
- cross validation
- pso algorithm
- classification accuracy
- global optimization
- support vector machine
- mutual information
- text classification
- multi class
- text categorization
- support vector classification
- feature selection algorithms
- kernel function
- multi objective
- logistic regression
- convergence speed
- differential evolution
- particle swarm optimization algorithm
- feature ranking
- high dimensionality
- feature space
- svm classifier
- training examples
- machine learning
- genetic algorithm
- feature set
- particle swarm optimization pso
- loss function
- hyperplane
- ant colony optimization
- radial basis function
- feature extraction
- microarray data
- particle swarm
- swarm intelligence
- generalization ability
- information gain
- ls svm
- multi class classification
- selected features
- naive bayes
- feature subset
- generalization bounds
- standard svm
- neural network