Learning to Price with Resource Constraints: From Full Information to Machine-Learned Prices

Ruicheng Ao, Jiashuo Jiang, David Simchi-Levi

We study the dynamic pricing problem with knapsack, addressing the challenge of balancing exploration and exploitation under resource constraints. We introduce three algorithms tai…