Fair and Explainable Dynamic Engagement of Crowd Workers

被引:0
作者
Yu, Han [1 ]
Liu, Yang [2 ]
Wei, Xiguang [2 ]
Zheng, Chuyu [2 ]
Chen, Tianjian [2 ]
Yang, Qiang [2 ,3 ]
Peng, Xiong [4 ]
机构
[1] Nanyang Technol Univ, Sch Comp Sci & Engn, Singapore, Singapore
[2] WeBank, Dept AI, Shenyang, Peoples R China
[3] Hong Kong Univ Sci & Technol, Dept Comp Sci & Engn, Hong Kong, Peoples R China
[4] Better Life Commercial Chain Share Co Ltd, Xiangtan, Peoples R China
来源
PROCEEDINGS OF THE TWENTY-EIGHTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE | 2019年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Years of rural-urban migration has resulted in a significant population in China seeking ad-hoc work in large urban centres. At the same time, many businesses face large fluctuations in demand for manpower and require more efficient ways to satisfy such demands. This paper outlines AlgoCrowd, an artificial intelligence (AI)-empowered algorithmic crowdsourcing platform. Equipped with an efficient explainable task-worker matching optimization approach designed to focus on fair treatment of workers while maximizing collective utility, the platform provides explainable task recommendations to workers' personal work management mobile apps which are becoming popular, with the aim to address the above societal challenge.
引用
收藏
页码:6575 / 6577
页数:3
相关论文
共 27 条
  • [1] AI HLEG, 2019, TECHNICAL REPORT
  • [2] AffectButton: A method for reliable and valid affective self-report
    Broekens, Joost
    Brinkman, Willem-Paul
    [J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2013, 71 (06) : 641 - 667
  • [3] Urbanization and Income Inequality in Post-Reform China: A Causal Analysis Based on Time Series Data
    Chen, Guo
    Glasmeier, Amy K.
    Zhang, Min
    Shao, Yang
    [J]. PLOS ONE, 2016, 11 (07):
  • [4] Crowdsourcing Systems on the World-Wide Web
    Doan, Anhai
    Ramakrishnan, Raghu
    Halevy, Alon Y.
    [J]. COMMUNICATIONS OF THE ACM, 2011, 54 (04) : 86 - 96
  • [5] FAN XY, 2015, AAAI, P1496
  • [6] Jain R., 1998, ARXIVCS9809099
  • [7] Li B., 2009, P 8 INT C AUT AG MUL, P1329
  • [8] LI BY, 2015, WI IAT, P35, DOI DOI 10.1109/WI-IAT.2015.45
  • [9] LIN H, 2015, WI IAT, P235, DOI DOI 10.1109/WI-IAT.2015.42
  • [10] Neely Michael J., 2010, Stochastic Network Optimization With Application to Communication and Queueing Systems, DOI [10.2200/S00271ED1V01Y201006CNT007, DOI 10.2200/S00271ED1V01Y201006CNT007]