Granularity selection for cross-validation of SVM.
Yong LiuShizhong LiaoPublished in: Inf. Sci. (2017)
Keyphrases
- cross validation
- support vector
- model selection
- selection criterion
- ls svm
- training set
- hyperparameters
- regression problems
- variable selection
- selected features
- svm classification
- rbf kernel
- support vector machine
- regularization parameter
- grid search
- support vector machine svm
- least squares support vector machine
- support vectors
- hyperplane
- svm classifier
- feature selection
- unseen data
- error estimates
- machine learning
- generalization error
- kernel function
- logistic regression
- knn
- classification accuracy
- cross validated
- binary classification
- selection algorithm
- leave one out cross validation
- information criterion
- kernel methods
- supervised learning
- multi class
- active learning
- training data
- neural network