On Acceleration of Gradient-Based Empirical Risk Minimization using Local Polynomial Regression.
Ekaterina TrimbachEdward Duc Hien NguyenCésar A. UribePublished in: CoRR (2022)
Keyphrases
- empirical risk minimization
- polynomial regression
- locally weighted
- statistical learning theory
- empirical risk
- uniform convergence
- mdl principle
- vc dimension
- generalization bounds
- computationally tractable
- phase transition
- rates of convergence
- loss function
- data sets
- closed form
- regression model
- sufficient conditions
- knn