On Acceleration of Gradient-Based Empirical Risk Minimization using Local Polynomial Regression.
Ekaterina TrimbachEdward Duc Hien NguyenCésar A. UribePublished in: ECC (2022)
Keyphrases
- empirical risk minimization
- polynomial regression
- uniform convergence
- locally weighted
- statistical learning theory
- empirical risk
- vc dimension
- mdl principle
- generalization bounds
- rates of convergence
- phase transition
- computationally tractable
- generalization ability
- risk minimization
- evolutionary algorithm
- loss function
- text categorization
- sufficient conditions
- multi class