Crowdsourcing with Tullock Contests: A New Perspective
Incentive mechanisms for crowdsourcing have been extensively studied under the framework of all-pay auctions. Along a distinct line, this paper proposes to use Tullock contests as an alternative tool to design incentive mechanisms for crowdsourcing. We are inspired by the conduciveness of Tullock contests to attracting user entry (yet not necessarily a higher revenue) in other domains. In this paper, we explore a new dimension in optimal Tullock contest design, by superseding the contest prize - which is fixed in conventional Tullock contests - with a prize function that is dependent on the (unknown) winner's contribution, in order to maximize the crowdsourcer's utility. We show that this approach leads to attractive practical advantages: (a) it is well-suited for rapid prototyping in fully distributed web agents and smartphone apps; (b) it overcomes the disincentive to participate caused by players' antagonism to an increasing number of rivals. Furthermore, we optimize conventional, fixed-prize Tullock contests to construct the most superior benchmark to compare against our mechanism. Through extensive evaluations, we show that our mechanism significantly outperforms the optimal benchmark, by over three folds on the crowdsourcer's utility cum profit and up to nine folds on the players' social welfare.
T. T. Luo et al., "Crowdsourcing with Tullock Contests: A New Perspective," Proceedings of the 34th IEEE Annual Conference on Computer Communications and Networks (2015, Hong Kong), vol. 26, pp. 2515-2523, Institute of Electrical and Electronics Engineers (IEEE), May 2015.
The definitive version is available at https://doi.org/10.1109/INFOCOM.2015.7218641
34th IEEE Annual Conference on Computer Communications and Networks, IEEE INFOCOM 2015 (2015: Apr. 26-May 1, Hong Kong)
Keywords and Phrases
Contest designs; Crowdsourcing; Incentive mechanism; New dimensions; Smartphone apps; Social welfare; Three folds; Web Agents
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International Standard Serial Number (ISSN)
Article - Conference proceedings
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01 May 2015