Journal of Shandong University(Engineering Science) ›› 2023, Vol. 53 ›› Issue (2): 93-101.doi: 10.6040/j.issn.1672-3961.0.2022.340

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Crowdsourcing quality control algorithm based on reputation model

CHU Jiajing, PAN Qingxian*, PAN Ya'nan, LIU Qingju   

  1. School of Computer and Control Engineering, Yantai University, Yantai 264005, Shandong, China
  • Received:2022-10-12 Online:2023-04-22 Published:2023-04-21

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  • TP311
[1] HOWE J. The rise of crowdsourcing[J/OL]. WIRED.(2006-06-01)[2022-07-17]. https://www.wired.com/2006/06/crowds/.
[2] OLESON D, SOROKIN A, LAUGHLIN G, et al. Programmatic gold: targeted and scalable quality assurance in crowdsourcing[C] //Proceedings of the 11th AAAI Conference on Human Computation. San Francisco, USA: AAAI Press, 2011: 43-48.
[3] ZHAO D, MA H D, JI X N. Generalized lottery trees: budget-balanced incentive tree mechanisms for crowd-sourcing[J]. IEEE Transactions on Mobile Computing, 2021, 20(7): 2379-2394.
[4] 熊金波, 马蓉, 牛犇, 等. 移动群智感知中基于用户联盟匹配的隐私保护激励机制[J]. 计算机研究与发展, 2018, 55(7): 1359-1370. XIONG Jinbo, MA Rong, NIU Ben, et al. Privacy pr-otection incentive mechanism based on user-union matching in mobile crowdsensing[J]. Journal of Computer Research and Development, 2018, 55(7): 1359-1370.
[5] 冯景瑜, 杨锦雯, 张瑞通, 等. 抗位置隐私泄露的物联网频谱共享激励机制[J]. 计算机研究与发展, 2020, 57(10): 2209-2220. FENG Jingyu, YANG Jinwen, ZHANG Ruitong, et al. A spectrum sharing incentive scheme against location privacy leakage in IoT networks[J]. Journal of Computer Research and Development, 2020, 57(10): 2209-2220.
[6] JIANG L Y, NIU X F, XU J, et al. Incentive mechanism design for truth discovery in crowdsourcing with copiers[J]. IEEE Transactions on Services Computing, 2021, 15(5): 2838-2853.
[7] QIN H, WANG S L, MA P Z, et al. Quality control in crowdsourcing using sequential zero-determinant strategies[J]. IEEE Transactions on Knowledge and Data Engineering, 2020, 32(5): 998-1009.
[8] AN J, WANG Z X, HE X, et al. PPQC: a blockchain-based privacy-preserving quality control mechanism in crowd-sensing applications[J]. IEEE/ACM Transactions on Net-working, 2022, 30(3): 1-16.
[9] LIU X J, MA O B, CHEN W, et al. HDRS: a hybrid reputation system with dynamic update interval for detecting malicious vehicles in VANETs[J]. IEEE Transactions on Intelligent Transportation Systems, 2021, 23(8): 1-12.
[10] 何云华, 李梦茹, 李红, 等. 群智感知应用中基于区块链的激励机制[J]. 计算机研究与发展, 2019, 56(3): 544-554. HE Yunhua, LI Mengru, LI Hong, et al. A blockchainbased incentive mechanism for crowdsensing applications[J]. Journal of Computer Research and Development, 2019, 56(3): 544-554.
[11] 潘庆先, 江珊, 董红斌, 等. 基于Pareto分布的众包工人欺骗行为处理方法[J]. 计算机应用, 2019, 39(11): 3191-3197. PAN Qingxian, JIANG Shan, DONG Hongbin, et al. Processing method of crowdsourcing workers' cheating behavior based on Pareto distribution[J]. Computer Application, 2019, 39(11): 3191-3197.
[12] CHOUIKHI S, KHOUKHI L, AVED S. An efficient reputation management model based on game theory for vehicular networks[C] //Proceedings of 2020 IEEE 45th Conference on Local Computer Networks. Sydney, Australia: IEEE, 2020: 413-416.
[13] WANG Y J, GAO Y, LI Y S, et al. A worker-selection incentive mechanism for optimizing platform-centric mobile crowdsourcing systems[J]. Computer Networks, 2020, 171(22): 107144.
[14] KANG J W, XIONG Z H, NIVATO D, et al. Incentive mechanism for reliable federated learning: a joint optimization approach to combining reputation and contract theory[J]. IEEE Internet of Things Journal, 2019, 6(6): 10700-10714.
[15] 仲秋雁, 刘志娟. 考虑工作者信誉的众包质量EM评估方法[J]. 科技管理研究, 2018, 38(21): 70-76. ZHONG Qiuyan, LIU Zhijuan. EM evaluation method of crowdsourcing quality considering worker reputation[J]. Research on Science and Technology Management, 2018, 38(21): 70-76.
[16] XU T Y, SUN H R, SU Z Y, et al. A quality assessment model for blockchain-based crowdsourcing system[C] //IEEE 24th International Conference on Computer Supported Cooperative Work in Design. Dalian, China: IEEE, 2021: 794-799.
[17] YUEN M C, KING I, LEUNG K S. Task recommendation in crowdsourcing systems[C] //Proceedings of International Workshop on Crowdsourcing & Data Mining. Beijing, China: Association for Computing Machinery, 2012: 22-26.
[18] 张宇航,周晓光,侯东阳. 综合多要素的地理空间数据众包任务推荐方法[J]. 测绘通报, 2022, 68(1): 84-88. ZHANG Yuhang, ZHOU Xiaoguang, HOU Dongyang. Recommendation method of geo spatial data crowdsourcing task based on multi elements[J]. Bulletin of Surveying and Mapping, 2022, 68(1): 84-88.
[19] IPEIROTIS P, PROVOST F, WANG J. Quality management on amazon mechanical turk[C] //ACM SIGKDD Workshop on Human Computation(HCOMP'10). New York, USA: Association for Computing Machinery, 2010: 64-67.
[20] WELINDER P, BRANSON S, BELONGIE S, et al. The multidimensional wisdom of crowds[C] //Proceedings of the 23rd International Conference on Neural Information Processing Systems: Volume 2. Vancouver, Canada: Curran Associates Inc, 2010: 2424-2432.
[21] 芮兰兰, 张攀, 黄豪球, 等. 一种面向众包的基于信誉值的激励机制[J]. 电子与信息学报, 2016, 38(7): 1808-1815. RUI Lanlan, ZHANG Pan, HUANG Haoqiu, et al. Reputation based incentive mechanisms in crowdsourcing[J]. Journal of Electronics & Information Technology, 2016, 38(7): 1808-1815.
[22] GAO Y L, LI X Y, LI J R, et al. A dynamic-trust-based recruiting framework for mobile crowd sensing[C] //Proceedings of 2017 IEEE International Conference on Communications(ICC). Paris, France: IEEE, 2017: 1-6.
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