An optimization method for selecting parameters in support vector machines.
Yulin DongManghui TuZhonghang XiaGuangming XingPublished in: ICMLA (2007)
Keyphrases
- optimization method
- support vector
- optimization algorithm
- nonlinear optimization
- optimization methods
- optimization process
- genetic algorithm
- global optimum
- simulated annealing
- learning machines
- differential evolution
- evolutionary algorithm
- optimization procedure
- nelder mead simplex
- large margin classifiers
- particle swarm
- metaheuristic
- parameter space
- quasi newton
- generalization ability
- kernel function
- gaussian mixture
- cross validation
- svm classifier
- global optimization
- ant colony optimization
- particle swarm optimization
- maximum likelihood
- optimization problems
- computational intelligence
- multi objective
- clustering algorithm