Prediction of Chemical Biodegradability Using Support Vector Classifier Optimized with Differential Evolution.
Qi CaoK. M. LeungPublished in: J. Chem. Inf. Model. (2014)
Keyphrases
- differential evolution
- support vector
- evolutionary algorithm
- optimization algorithm
- svm classifier
- differential evolution algorithm
- particle swarm optimization
- convergence speed
- parameter optimization
- test functions
- mutation operator
- support vector machine
- feature selection
- constrained optimization problems
- genetic algorithm
- particle swarm optimization pso
- hybrid algorithm
- real coded
- evolutionary programming
- multi objective
- feature space
- numerical optimization problems
- global optimization problems
- particle swarm
- cross validation
- kernel function
- crossover operator
- artificial bee colony
- multi objective optimization
- evolution strategy
- training data
- optimization method
- harmony search
- svm classification
- optimization problems
- direct search
- radial basis function
- solving global optimization problems
- function optimization problems
- classification accuracy
- evolutionary strategy
- training samples
- hyperparameters
- neural network
- pso algorithm
- kernel methods