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A Truthful Incentive Mechanism for Online Recruitment in Mobile Crowd Sensing System
Chen, Xiao1,2; Liu, Min1; Zhou, Yaqin3; Li, Zhongcheng1; Chen, Shuang1,2; He, Xiangnan4
2017
发表期刊SENSORS
ISSN1424-8220
卷号17期号:1页码:17
摘要We investigate emerging mobile crowd sensing (MCS) systems, in which new cloud-based platforms sequentially allocate homogenous sensing jobs to dynamically-arriving users with uncertain service qualities. Given that human beings are selfish in nature, it is crucial yet challenging to design an efficient and truthful incentive mechanism to encourage users to participate. To address the challenge, we propose a novel truthful online auction mechanism that can efficiently learn to make irreversible online decisions on winner selections for new MCS systems without requiring previous knowledge of users. Moreover, we theoretically prove that our incentive possesses truthfulness, individual rationality and computational efficiency. Extensive simulation results under both real and synthetic traces demonstrate that our incentive mechanism can reduce the payment of the platform, increase the utility of the platform and social welfare.
关键词mobile crowd sensing system online incentive truthful mechanism single-parameter mechanism
DOI10.3390/s17010079
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[61472404] ; National Natural Science Foundation of China[61472402] ; National Natural Science Foundation of China[61502457] ; National Natural Science Foundation of China[61501125]
WOS研究方向Chemistry ; Electrochemistry ; Instruments & Instrumentation
WOS类目Chemistry, Analytical ; Electrochemistry ; Instruments & Instrumentation
WOS记录号WOS:000393021000079
出版者MDPI AG
引用统计
被引频次:12[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/7614
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Liu, Min; He, Xiangnan
作者单位1.Chinese Acad Sci, Inst Comp Technol, 6 Kexueyuan South Rd, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Comp & Control Engn, 19 A Yuquan Rd, Beijing 100049, Peoples R China
3.Source Clear, 20 Ayer Rajah Crescent, Singapore 139964, Singapore
4.Natl Univ Singapore, Sch Comp, Comp 1, Comp Dr, Singapore 117417, Singapore
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GB/T 7714
Chen, Xiao,Liu, Min,Zhou, Yaqin,et al. A Truthful Incentive Mechanism for Online Recruitment in Mobile Crowd Sensing System[J]. SENSORS,2017,17(1):17.
APA Chen, Xiao,Liu, Min,Zhou, Yaqin,Li, Zhongcheng,Chen, Shuang,&He, Xiangnan.(2017).A Truthful Incentive Mechanism for Online Recruitment in Mobile Crowd Sensing System.SENSORS,17(1),17.
MLA Chen, Xiao,et al."A Truthful Incentive Mechanism for Online Recruitment in Mobile Crowd Sensing System".SENSORS 17.1(2017):17.
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