activity
20142022
most citedLearning to Order for Inventory Systems with Lost Sales and Uncertain Supplies

14 citations · 42 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2022★ 5 cited

Degeneracy is OK: Logarithmic Regret for Network Revenue Management with Indiscrete Distributions

Jiashuo Jiang, Will Ma, Jiawei Zhang

We study the classical Network Revenue Management (NRM) problem with accept/reject decisions and IID arrivals. We consider a distributional form where each arrival must fall un…

math.OC2022★ 14 cited

Learning to Order for Inventory Systems with Lost Sales and Uncertain Supplies

Boxiao Chen, Jiashuo Jiang, Jiawei Zhang +1

We consider a stochastic lost-sales inventory control system with a lead time over a planning horizon . Supply is uncertain, and is a function of the order quantity (due to…

cs.GT2021★ 4 cited

Tight Guarantees for Multi-unit Prophet Inequalities and Online Stochastic Knapsack

Jiashuo Jiang, Will Ma, Jiawei Zhang

Prophet inequalities are a useful tool for designing online allocation procedures and comparing their performance to the optimal offline allocation. In the basic setting of -uni…

math.OC2020★ 3 cited

Online Resource Allocation with Stochastic Resource Consumption

Jiashuo Jiang, Jiawei Zhang

We consider an online resource allocation problem where multiple resources, each with an individual initial capacity, are available to serve random requests arriving sequentially o…

cs.LG2020★ 11 cited

Online Stochastic Optimization with Wasserstein Based Non-stationarity

Jiashuo Jiang, Xiaocheng Li, Jiawei Zhang

We consider a general online stochastic optimization problem with multiple budget constraints over a horizon of finite time periods. In each time period, a reward function and mult…

cs.DS2018★ 5 cited

Optimal Design of Process Flexibility for General Production Systems

Xi Chen, Tengyu Ma, Jiawei Zhang +1

Process flexibility is widely adopted as an effective strategy for responding to uncertain demand. Many algorithms for constructing sparse flexibility designs with good theoretical…

cs.DS2014

An Improved Algorithm for Fixed-Hub Single Allocation Problem

Dongdong Ge, Zizhuo Wang, Lai Wei +1

This paper discusses the fixed-hub single allocation problem (FHSAP). In this problem, a network consists of hub nodes and terminal nodes. Hubs are fixed and fully connected; each…