移动众包中小预算简单任务的任务分配

Mingchu Li, Yuanyuan Zheng, Xing Jin, Cheng Guo
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引用次数: 6

摘要

移动众包(MC)为人们收集传感数据提供了一个很好的平台。请求者和工作人员可以通过平台进行交互并获得收入。对于任务,请求者通常有预算,而工作者也有价格要求。然而,确定请求者和工人双方都应接受的付款是一个难题。在本文中,我们提出了一个完整的任务分配机制。第一步,我们将任务分别按照任务内聚分组(TGC)、任务关联分组(TGR)和任务相似分组(TGS)进行分组,形成任务组。在第二步中,我们通过固定价格工人选择(WSFP)和变化价格工人选择(WSCP)工人选择机制将工人分配到任务组。我们证明了我们的机制是个体理性的、预算平衡的、真实的和计算效率高的。最后,通过大量实验对其机理进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Task Assignment for Simple Tasks with Small Budget in Mobile Crowdsourcing
Mobile Crowdsourcing (MC) provides a great platform for people to collect sensing data. Requesters and workers can interact and gain revenue through the platform. For tasks, the requester often has a budget, and the worker also has a price requirement. However, it is a difficult problem to determine the payments which should be accepted by both requesters and workers. In this paper, We propose a complete task assignment mechanism. The first step, we group tasks by Tasks Grouping with Cohesion (TGC), Tasks Grouping with Relevance (TGR) and Tasks Grouping with Similarity (TGS) respectively to form task groups. In the second step, we assign workers to task groups through worker selection mechanisms Workers Selection with Fixed Price (WSFP) and Workers Selection with Changing Price (WSCP). We prove that our mechanism is individual-rational, budget-balance, truthful and computationally efficient. Finally, we evaluate the mechanism through a lot of experiments.
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