Stochastic Bernstein polynomials: uniform convergence in probability with rates.
José A. AdellDaniel Cárdenas-MoralesPublished in: Adv. Comput. Math. (2020)
Keyphrases
- uniform convergence
- large deviations
- sufficient conditions
- covering numbers
- learning rate
- reproducing kernel hilbert space
- risk minimization
- state dependent
- statistical learning theory
- vc dimension
- real valued
- markov processes
- gaussian kernels
- probability distribution
- generalization error
- generalization bounds
- upper and lower bounds
- loss function
- decision trees
- ranking functions
- kernel methods
- monte carlo
- kernel function
- markov chain