When Does Convergence in the Mean Imply Uniform Convergence?
William F. FordJames A. PennlinePublished in: Am. Math. Mon. (2007)
Keyphrases
- uniform convergence
- learning rate
- sufficient conditions
- covering numbers
- convergence rate
- reproducing kernel hilbert space
- risk minimization
- real valued
- statistical learning theory
- convergence speed
- generalization bounds
- large deviations
- generalization error
- vc dimension
- upper and lower bounds
- sample complexity
- similarity measure