Pathwise Uniform Convergence of Time Discretisation Schemes for SPDEs.
Katharina KliobaMark VeraarPublished in: CoRR (2023)
Keyphrases
- uniform convergence
- covering numbers
- sufficient conditions
- learning rate
- generalization error
- risk minimization
- vc dimension
- reproducing kernel hilbert space
- real valued
- statistical learning theory
- large deviations
- sample complexity
- cross validation
- lower bound
- theoretical analysis
- worst case
- generalization bounds
- domain adaptation
- machine learning
- ranking functions
- euclidean distance