Why is Differential Evolution Better than Grid Search for Tuning Defect Predictors?
Wei FuVivek NairTim MenziesPublished in: CoRR (2016)
Keyphrases
- differential evolution
- parameter optimization
- grid search
- evolutionary algorithm
- convergence speed
- differential evolution algorithm
- optimization algorithm
- cross validation
- evolution strategy
- particle swarm optimization
- hyperparameters
- test functions
- optimization method
- genetic algorithm
- random forest
- constrained optimization problems
- model selection
- particle swarm optimization pso
- generalization ability
- support vector machine
- support vector regression
- particle swarm
- parameter settings
- parameter values
- random sampling
- em algorithm
- crossover operator
- genetic programming
- multi objective
- machine learning
- neural network
- simulated annealing
- objective function