From asymptotic distribution and vague convergence to uniform convergence, with numerical applications.
Giovanni BarbarinoSven-Erik EkströmCarlo GaroniDavid MeadonStefano Serra CapizzanoParis VassalosPublished in: CoRR (2023)
Keyphrases
- uniform convergence
- large deviations
- sufficient conditions
- heavy tailed
- rates of convergence
- learning rate
- queue length
- risk minimization
- generalization error
- generalization bounds
- convergence speed
- distribution free
- upper and lower bounds
- convergence rate
- probability distribution
- generalization ability
- ranking functions
- worst case