Regularization for Curve Representations: Uniform Convergence for Discontinuous Solutions of Ill-Posed Problems.
Andreas NeubauerOtmar ScherzerPublished in: SIAM J. Appl. Math. (1998)
Keyphrases
- uniform convergence
- covering numbers
- empirical risk minimization
- reproducing kernel hilbert space
- risk minimization
- sufficient conditions
- statistical learning theory
- vc dimension
- gaussian kernels
- data dependent
- generalization bounds
- learning rate
- sample complexity
- web search
- feature selection
- upper and lower bounds
- density estimation
- loss function
- special case
- active learning