好友社交众包:一种多资源共享的激励机制

IF 13.8 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Xiaoying Gan, Yuqing Li, Weiwei Wang, Luoyi Fu, Xinbing Wang
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引用次数: 23

摘要

在本文中,我们提出了一种新的基于游戏的多资源共享激励机制,在条件自愿的情况下,用户被激励共享他们的闲置资源。通过社交网络服务平台,这样的众包服务充分挖掘了移动社交网络的巨大影响力和计算潜力。具体而言,该共享激励机制涉及任务分配过程、利润转移过程和声誉更新过程的组合,满足真实性、个体合理性和稳健性。为了保持社会公平与效率的权衡,我们在显性资源公平的基础上进一步开发了一种资源共享算法,揭示了牺牲公平属性是提高效率的必要条件。对Facebook的真实世界痕迹进行了数值研究,验证了我们的社交众包机制的社会公平性和效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Social Crowdsourcing to Friends: An Incentive Mechanism for Multi-Resource Sharing
In this paper, we propose a novel game-based incentive mechanism for multi-resource sharing, where users are motivated to share their idle resources in view of conditional voluntary. Through social networking service platforms, such a crowdsourcing service fully explores the significant influence and computing potential of mobile social networks. Specifically, a combination of task allocation process, profit transfer process, and reputation updating process are involved in this sharing incentive mechanism, satisfying truthfulness, individual rationality, and robustness. To maintain the social fairness-efficiency tradeoff, we further develop a resource sharing algorithm on the basis of dominant resource fairness, revealing that the sacrifice of fairness properties is necessary for the improvement of efficiency. Real-world traces from Facebook are numerically studied, validating social fairness and efficiency of our social crowdsourcing mechanism.
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来源期刊
CiteScore
30.00
自引率
4.30%
发文量
234
审稿时长
6 months
期刊介绍: The IEEE Journal on Selected Areas in Communications (JSAC) is a prestigious journal that covers various topics related to Computer Networks and Communications (Q1) as well as Electrical and Electronic Engineering (Q1). Each issue of JSAC is dedicated to a specific technical topic, providing readers with an up-to-date collection of papers in that area. The journal is highly regarded within the research community and serves as a valuable reference. The topics covered by JSAC issues span the entire field of communications and networking, with recent issue themes including Network Coding for Wireless Communication Networks, Wireless and Pervasive Communications for Healthcare, Network Infrastructure Configuration, Broadband Access Networks: Architectures and Protocols, Body Area Networking: Technology and Applications, Underwater Wireless Communication Networks, Game Theory in Communication Systems, and Exploiting Limited Feedback in Tomorrow’s Communication Networks.
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