Evolutionary strategies for hyperparameters of support vector machines based on multi-scale radial basis function kernels.
Tanasanee PhienthrakulBoonserm KijsirikulPublished in: Soft Comput. (2010)
Keyphrases
- support vector
- hyperparameters
- radial basis function
- multiscale
- rbf kernel
- kernel function
- cross validation
- gaussian process
- support vector machine
- kernel methods
- gaussian processes
- evolutionary algorithm
- feature selection
- support vector regression
- svm classifier
- wavelet transform
- edge detection
- differential evolution
- generalization ability
- genetic algorithm
- decision trees
- closed form
- bayesian inference
- machine learning
- denoising
- pattern recognition
- image segmentation
- bayesian networks