Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators.
Robert C. WilliamsonAlexander J. SmolaBernhard SchölkopfPublished in: IEEE Trans. Inf. Theory (2001)
Keyphrases
- learning machines
- support vector
- large margin classifiers
- kernel machines
- multi class
- network structure
- generalization bounds
- learning algorithm
- feature selection
- support vector machine
- mutual information
- information theory
- social networks
- vc dimension
- logistic regression
- cross validation
- computer networks
- alarm correlation
- kernel function
- polynomial kernels
- soft margin
- data dependent
- morphological operators
- generalization error
- ensemble learning
- kernel methods
- social network analysis
- maximum margin
- binary classification
- empirical risk minimization
- prior information