Selecting of the optimal feature subset and kernel parameters in digital modulation classification by using hybrid genetic algorithm-support vector machines: HGASVM.
Engin AvciPublished in: Expert Syst. Appl. (2009)
Keyphrases
- kernel parameters
- feature subset
- support vector
- hybrid genetic algorithm
- classification accuracy
- feature subset selection
- selection algorithm
- feature selection
- support vector machine
- learning machines
- kernel function
- kernel methods
- gaussian processes
- classification models
- feature space
- genetic algorithm ga
- kernel machines
- feature set
- ensemble methods
- cross validation
- svm classifier
- feature selection algorithms
- hyperparameters
- training process
- generalization ability
- pattern recognition
- training data
- feature vectors
- training set
- neural network
- naive bayes
- multi class
- genetic algorithm
- machine learning