A comparison of differential evolution and Harmony Search methods for SVM model selection in hyperspectral image classification.
Oguzhan CeylanGülsen Taskin KayaPublished in: IGARSS (2016)
Keyphrases
- model selection
- differential evolution
- search methods
- evolutionary algorithm
- hyperspectral image classification
- cross validation
- search algorithm
- feature selection
- selection criterion
- optimization algorithm
- differential evolution algorithm
- particle swarm optimization
- convergence speed
- metaheuristic
- support vector machine svm
- hyperparameters
- optimization method
- bayesian learning
- parameter estimation
- machine learning
- parameter optimization
- support vector
- active learning
- sample size
- genetic algorithm
- model selection criteria
- multi objective
- support vector machine
- svm classifier
- optimization problems
- knn
- variable selection
- hyperspectral
- kernel function
- hyperspectral images
- training data
- feature space
- cost function
- simulated annealing