A novel differential evolution algorithm integrating opposition-based learning and adjacent two generations hybrid competition for parameter selection of SVM.
Jun LiGuokang FangPublished in: Evol. Syst. (2021)
Keyphrases
- differential evolution algorithm
- parameter selection
- opposition based learning
- initial population
- differential evolution
- evolutionary algorithm
- ls svm
- support vector machine svm
- support vector
- control parameters
- particle swarm optimization
- optimization algorithm
- model selection
- genetic algorithm
- knn
- support vector machine
- multi objective optimization
- convergence speed
- optimization method
- pso algorithm
- svm classifier
- particle swarm
- mutation operator
- optimization problems
- hybrid algorithm
- genetic algorithm ga
- feature vectors
- training data
- multi objective
- particle swarm optimization algorithm
- radial basis function
- fitness function
- least squares
- global optimization
- particle swarm optimization pso
- optimization model
- machine learning
- premature convergence
- evolutionary computation
- feature selection