Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis.
Nele VerbiestJoaquín DerracChris CornelisSalvador GarcíaFrancisco HerreraPublished in: Appl. Soft Comput. (2016)
Keyphrases
- support vector
- experimental evaluation
- preprocessing
- training set
- classification accuracy
- cross validation
- feature selection
- learning machines
- logistic regression
- svm classifier
- support vector machine
- statistical analysis
- training samples
- training examples
- kernel function
- multi class classification
- maximum margin
- binary classification
- loss function
- hyperplane
- data sets
- black box
- generalization ability
- support vectors
- supervised learning
- active learning
- decision trees
- selection mechanism
- reduced set
- large margin classifiers