A Novel Automatic Parameters Optimization Approach Based on Differential Evolution for Support Vector Regression.
Jiewei LiZhihua CaiPublished in: ISICA (2008)
Keyphrases
- differential evolution
- support vector regression
- parameter optimization
- optimization algorithm
- evolutionary strategy
- optimization method
- evolution strategy
- evolutionary algorithm
- response surface methodology
- global optimization problems
- test functions
- particle swarm optimization
- convergence speed
- harmony search
- differential evolution algorithm
- real coded
- particle swarm
- genetic algorithm
- regression model
- premature convergence
- particle swarm optimization pso
- support vector
- optimization problems
- control parameters
- mutation operator
- support vector machine
- multi objective
- hybrid model
- support vector machine svm
- kernel function
- support vector classification
- numerical optimization
- scale factor
- global optimization
- solving global optimization problems
- evolutionary computation
- initial population
- parameter estimation
- pattern recognition
- immune algorithm
- parameter values
- optimization model
- crossover operator
- fitness function
- parameter settings
- neural network