Multi-objective adaptive differential evolution for SVM/SVR hyperparameters selection.
Carlos Eduardo da Silva SantosRenato Coral SampaioLeandro dos Santos CoelhoGuillermo Alvarez BestardCarlos Humberto Llanos QuinteroPublished in: Pattern Recognit. (2021)
Keyphrases
- hyperparameters
- support vector
- multi objective
- support vector regression
- grid search
- parameter optimization
- support vector machine
- cross validation
- support vector machine svm
- multi objective optimization
- evolutionary algorithm
- kernel function
- model selection
- optimization algorithm
- gaussian processes
- closed form
- generalization ability
- random sampling
- feature selection
- prior information
- bayesian inference
- maximum likelihood
- objective function
- nsga ii
- radial basis function
- bayesian framework
- particle swarm optimization
- genetic algorithm
- sample size
- incomplete data
- incremental learning
- maximum a posteriori
- parameter estimation
- differential evolution
- regression model
- parameter settings
- em algorithm
- higher order
- knn
- artificial neural networks
- training data