The Entire Regularization Path for the Support Vector Machine.
Trevor HastieSaharon RossetRobert TibshiraniJi ZhuPublished in: NIPS (2004)
Keyphrases
- support vector machine
- solution path
- support vector
- multi class
- svm classifier
- shortest path
- k nearest neighbor
- kernel function
- training data
- statistical learning theory
- kernel methods
- multi class support vector machines
- regularization method
- kernel machines
- reproducing kernel hilbert space
- optimal path
- support vector machine svm
- data sets
- radial basis function
- hyperplane
- regularization parameter
- parameter selection
- classification method
- image restoration
- small sample
- feature space
- stochastic gradient descent
- feature selection
- soft margin
- learning algorithm
- empirical risk minimization
- machine learning