An Incentive Mechanism for Crowdsourcing Systems with Network Effects

被引:10
|
作者
Chen, Yanjiao [1 ]
Wang, Xu [1 ]
Li, Baochun [2 ]
Zhang, Qian [3 ]
机构
[1] Wuhan Univ, 299 Bayi Rd, Wuhan 430072, Hubei, Peoples R China
[2] Univ Toronto, 10 Kings Coll Rd, Toronto, ON M5S 3G4, Canada
[3] Hong Kong Univ Sci & Technol, Clear Water Bay, Hong Kong, Peoples R China
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
Crowdsourcing; incentive mechanism; intrinsic rewards; network effects;
D O I
10.1145/3347514
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In a crowdsourcing system, it is important for the crowdsourcer to engineer extrinsic rewards to incentivize the participants. With mobile social networking, a user enjoys an intrinsic benefit when she aligns her behavior with the behavior of others. Referred to as network effects, such an intrinsic benefit becomes more significant as more users join and contribute to the crowdsourcing system. But should a crowdsourcer design her extrinsic rewards differently when such network effects are taken into consideration? In this article, we incorporate network effects as a contributing factor to intrinsic rewards, and study its influence on the design of extrinsic rewards. We show that the number of participating users and their contributions to the crowdsourcing system evolve to a steady equilibrium, thanks to subtle interactions between intrinsic rewards due to network effects and extrinsic rewards offered by the crowdsourcer. Taken network effects into consideration, we design progressively more sophisticated extrinsic reward mechanisms, and propose new and optimal strategies for a crowdsourcer to obtain a higher utility. Through simulations and examples, we demonstrate that with our new strategies, a crowdsourcer is able to attract more participants with higher contributed efforts; and the participants gain higher utilities from both intrinsic and extrinsic rewards.
引用
收藏
页数:21
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