Empirical Uniform Bounds For Heteroscedastic Metamodeling.
Yutong ZhangXi ChenPublished in: WSC (2022)
Keyphrases
- confidence bounds
- upper bound
- empirical risk minimization
- uniform convergence
- tight bounds
- metamodel
- lower bound
- theoretical analysis
- error bounds
- variance reduction
- worst case
- rademacher complexity
- gaussian distribution
- finite sample
- machine learning
- convex combinations
- case study
- data sets
- empirical data
- upper and lower bounds
- design rationale
- linear model
- statistical learning theory
- lower and upper bounds
- linear discriminant analysis
- active learning
- database systems
- neural network