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On the tradeoff between privacy and efficiency: A bidding mechanism for scheduling non-commercial services

机译:隐私与效率之间的权衡:安排非商业服务的出价机制

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摘要

Services providers, such as public healthcare systems and government agencies, are under tremendous pressure to reduce costs and improve service quality. Scheduling is an important managerial component which has considerable impact on both the costs and quality of services. Service providers need customers' availability information to improve resource utilization. On the other hand, customers may be of "two minds" about communicating their private information. While communicating certain amount of availability might be necessary in order to obtain preferred schedules, too much communication place a potential cost due to privacy loss. In this paper, we present a bidding-based mechanism which aims at generating high quality schedules and, at the same time, protecting customers' privacy. We show that, under the proposed bidding procedure, myopic bidding is the dominant strategy for customers. We also evaluate the privacy and efficiency performance of the proposed mechanism through a computational study.
机译:公共医疗系统和政府机构等服务提供商承受着降低成本和提高服务质量的巨大压力。调度是重要的管理组成部分,它对服务的成本和质量都有很大影响。服务提供商需要客户的可用性信息以提高资源利用率。另一方面,客户可能在交流其私人信息时有“两心事”。虽然可能需要进行一定程度的可用性通信才能获得首选的计划,但由于隐私丢失,过多的通信会带来潜在的成本。在本文中,我们提出了一种基于出价的机制,旨在生成高质量的时间表,同时保护客户的隐私。我们表明,在拟议的投标程序下,近视投标是客户的主要策略。我们还通过计算研究评估了所提出机制的隐私和效率性能。

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