A fast leave-one-out cross-validation for SVM-like family.
Jingxiang ZhangShitong WangPublished in: Neural Comput. Appl. (2016)
Keyphrases
- leave one out cross validation
- support vector machine
- support vector machine svm
- support vector
- k nearest neighbour
- knn
- feature selection
- svm classifier
- cross validation
- model selection
- kernel parameters
- multi class
- variable selection
- kernel function
- generalization error
- kernel learning
- machine learning
- training set
- k nearest neighbor
- feature vectors
- learning machines
- support vectors
- binary classification
- training data
- ls svm
- confidence intervals
- feature subset
- radial basis function
- neural network
- support vector regression
- hyperplane
- ridge regression
- nearest neighbor
- regression model
- supervised learning
- kernel machines
- genetic algorithm
- gaussian processes