Terminated Ramp-Support Vector Machines: A nonparametric data dependent kernel.
Stefano MerlerGiuseppe JurmanPublished in: Neural Networks (2006)
Keyphrases
- data dependent
- large margin classifiers
- generalization bounds
- support vector
- learning machines
- kernel function
- decision function
- reproducing kernel hilbert space
- kernel methods
- kernel density estimation
- rademacher complexity
- kernel machines
- multiple kernel learning
- support vector machine
- risk bounds
- feature selection
- empirical risk minimization
- learning algorithm
- density estimation
- hyperplane
- kernel matrix
- learning problems
- cross validation
- svm classifier
- training data
- image segmentation