Non-Stationary Online Resource Allocation: Learning from a Single Sample

Yiding Feng, Jiashuo Jiang, Yige Wang

We study online resource allocation under non-stationary demand with a minimum offline data requirement. In this problem, a decision-maker must allocate multiple types of resources…