Controlling overfitting with multi-objective support vector machines.
Ingo MierswaPublished in: GECCO (2007)
Keyphrases
- multi objective
- support vector
- learning machines
- cross validation
- large margin classifiers
- multi objective optimization
- evolutionary algorithm
- optimization algorithm
- objective function
- particle swarm optimization
- nsga ii
- genetic algorithm
- multiobjective optimization
- multiple objectives
- generalization error
- evolutionary optimization
- multi class
- maximum margin
- loss function
- conflicting objectives
- hyperplane
- kernel function
- svm classifier
- feature selection
- multiobjective evolutionary algorithm
- machine learning
- logistic regression
- classification accuracy
- decision trees
- kernel methods
- scheduling problem
- multi class classification
- high dimensional
- bi objective
- multi objective evolutionary algorithms
- training set
- soft margin
- learning algorithm
- optimum design
- neural network
- multi objective evolutionary
- multi objective genetic algorithms