"Over-optimizing" for Normality: Budget-constrained Uncertainty Quantification for Contextual Decision-making

Yanyuan Wang, Xiaowei Zhang

We study uncertainty quantification for contextual stochastic optimization, focusing on weighted sample average approximation (wSAA), which uses machine-learned relevance weights b…