Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 1424-8220 |
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 |
DOI | 10.3390/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 | |
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 |
推荐引用方式 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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