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math.OC2022
Online Resource Allocation with Samples
Negin Gorlezaei, Patrick Jaillet, Zijie Zhou
We study an online resource allocation problem under uncertainty about demand and about the reward of each type of demand (agents) for the resource. Even though dealing with demand…
math.OC2020★ 4 cited
Near-Optimal Primal-Dual Algorithms for Quantity-Based Network Revenue Management
Rui Sun, Xinshang Wang, Zijie Zhou
We study the canonical quantity-based network revenue management (NRM) problem where the decision-maker must irrevocably accept or reject each arriving customer request with the go…
math.OC2019
Online Learning and Matching for Resource Allocation Problems
Andrea Boskovic, Qinyi Chen, Dominik Kufel +1
In order for an e-commerce platform to maximize its revenue, it must recommend customers items they are most likely to purchase. However, the company often has business constraints…