On the parameter optimization of Support Vector Machines for binary classification.
Paulo GasparJaime G. CarbonellJosé Luís OliveiraPublished in: J. Integr. Bioinform. (2012)
Keyphrases
- binary classification
- parameter optimization
- support vector
- support vector machine
- hyperparameters
- multi class classification
- multi class
- learning problems
- genetic algorithm ga
- differential evolution
- feature selection
- cost sensitive
- genetic algorithm
- multi label
- parameter settings
- cross validation
- kernel function
- parameter estimation
- kernel methods
- generalization error
- machine learning
- class imbalance
- classification accuracy
- decision trees
- prediction accuracy
- training examples
- naive bayes
- ensemble methods
- supervised learning
- training data
- neural network
- model selection
- pid controller
- image processing