Exploiting Local Convergence of Quasi-Newton Methods Globally: Adaptive Sample Size Approach.
Qiujiang JinAryan MokhtariPublished in: NeurIPS (2021)
Keyphrases
- sample size
- finite sample
- model selection
- random sampling
- small sample size
- variance reduction
- statistical power
- number of training samples
- small sample
- statistical tests
- experimental design
- covariance matrix
- upper bound
- vc dimension
- random samples
- convergence rate
- pac learning
- statistical hypothesis testing
- random sample
- optimality conditions
- high dimensional
- confidence intervals
- progressive sampling