Debiasing In-Sample Policy Performance for Small-Data, Large-Scale Optimization

Vishal Gupta, Michael Huang, Paat Rusmevichientong

Motivated by the poor performance of cross-validation in settings where data are scarce, we propose a novel estimator of the out-of-sample performance of a policy in data-driven op…