Incentive Mechanism Design for Mobile Crowdsensing Considering Social Networks

Danying Guo, Xinxin Feng, Haifeng Zheng
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引用次数: 2

Abstract

Based on the popularity of intelligent embedded devices, mobile crowdsensing emerged as a new paradigm of crowdsourcing perception. However, it often faces the problem of low data quality caused by the insufficient number of participators. In this paper, we propose an incentive mechanism for mobile crowdsensing considering social networks. Our mechanism takes into account the social networks of mobile users, which is not only to reward users for data contribution, but also for solicitation behavior, so as to expand the number of participators under budget constraints, and to select users with high-capability. We prove by the theory that the proposed mechanism satisfies individual rationality, truthfulness, solicitation incentives, and budget effectiveness. Besides, the simulation results show that the mechanism can effectively motivate users' long-term participation and high-quality data collection.
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考虑社交网络的移动众筹激励机制设计
基于智能嵌入式设备的普及,移动众测作为众包感知的新范式应运而生。然而,它经常面临参与者数量不足导致的数据质量低的问题。在本文中,我们提出了一种考虑社交网络的移动众感激励机制。我们的机制考虑了移动用户的社交网络,既对用户的数据贡献进行奖励,也对用户的邀约行为进行奖励,从而在预算约束下扩大参与者数量,选择能力较高的用户。通过理论证明,该机制满足个体理性、真实性、征集激励和预算有效性。仿真结果表明,该机制能够有效激励用户的长期参与和高质量的数据收集。
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