Sequential Fair Allocation: Achieving the Optimal Envy-Efficiency Trade-off Curve

IF 0.7 4区 管理学 Q3 Engineering
Sean R. Sinclair, Gauri Jain, Siddhartha Banerjee, C. Yu
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引用次数: 3

Abstract

Optimizing Mobile Food Pantry Operations Under Demand Uncertainty Managing complex systems often involves making trade-offs between different objectives. A common example is seeking fairness guarantees in sequential resource allocation problems. For example, mobile food pantries are tasked with allocating resources under demand uncertainty with the goal of simultaneously minimizing inefficiency (leftover resources) and envy (deviations in allocations). In this work, we tackle a problem established from a partnership with the Food Bank of the Southern Tier in optimizing their mobile food-pantry operations. We provide an exact characterization of the achievable (envy, efficiency) pairs, showing that any algorithm achieving low envy must suffer from poor inefficiency and vice versa. We complement this exact characterization with a simple algorithm capable of achieving any desired point along the trade-off curve.
序贯公平分配:实现最优嫉妒-效率权衡曲线
在需求不确定性下优化移动食品储藏室操作管理复杂系统通常涉及在不同目标之间进行权衡。一个常见的例子是在顺序资源分配问题中寻求公平保证。例如,移动食品储藏室的任务是在需求不确定的情况下分配资源,同时最小化效率低下(剩余资源)和嫉妒(分配偏差)。在这项工作中,我们解决了与南方食品银行合作建立的一个问题,以优化其移动食品储藏室的运作。我们提供了可实现的(嫉妒,效率)对的精确表征,表明任何实现低嫉妒的算法都必须遭受低效率,反之亦然。我们用一个简单的算法来补充这个精确的特征,这个算法能够在权衡曲线上达到任何期望的点。
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来源期刊
Military Operations Research
Military Operations Research 管理科学-运筹学与管理科学
CiteScore
1.00
自引率
0.00%
发文量
0
审稿时长
>12 weeks
期刊介绍: Military Operations Research is a peer-reviewed journal of high academic quality. The Journal publishes articles that describe operations research (OR) methodologies and theories used in key military and national security applications. Of particular interest are papers that present: Case studies showing innovative OR applications Apply OR to major policy issues Introduce interesting new problems areas Highlight education issues Document the history of military and national security OR.
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