Parameter Influence in Genetic Algorithm Optimization of Support Vector Machines.
Paulo GasparJaime G. CarbonellJosé Luís OliveiraPublished in: PACBB (2012)
Keyphrases
- genetic algorithm
- support vector
- learning machines
- optimization method
- large margin classifiers
- penalty function
- real coded
- optimization problems
- kernel parameters
- optimization algorithm
- kernel machines
- evolution strategy
- multi objective
- global optimization
- immune genetic algorithm
- evolutionary algorithm
- parameter optimization
- logistic regression
- optimization process
- generalization ability
- cross validation
- global search
- parameter values
- multi population
- optimal parameters
- feature selection
- optimization model
- kernel function
- artificial neural networks
- optimization procedure
- constrained optimization
- hybrid algorithm
- multi class classification
- maximum margin
- fitness function
- metaheuristic
- loss function
- fuzzy logic
- multi class
- classification accuracy
- training data