Optimizer's Information Criterion: Dissecting and Correcting Bias in Data-Driven Optimization

Garud Iyengar, Henry Lam, Tianyu Wang

In data-driven optimization, the sample performance of the obtained decision typically incurs an optimistic bias against the true performance, a phenomenon commonly known as the Op…