Efficient user assignment in crowd sourcing applications

Akash Yadav, A. Sairam, Rituraj Singh
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引用次数: 1

Abstract

Recent technological advancement in hand-held computing devices such as smart phones/PDA integrates cyber and physical worlds altogether. This interaction creates a new paradigm called mobile crowd sourcing which takes advantages of human intellect and a large pool on internet users to perform various task more efficiently. In such applications, users are generally recruited in ad hoc manner to do a task and often receive some incentive. Such ad hoc nature provides flexibility for users to do any job but often decreases their reliability and output quality. Quality control is generally done by increasing the workforce which increases cost. To solve this issue, we proposed a user assignment framework which pushes the task to the right set of users which can perform the task in more economically efficient way. These framework first rank users by performing semantic comparison among task's requirements and user's attributes. Then it tries to assign minimum, yet most efficient users for each task in mutually exclusive manner. This framework ensures the allocation of most efficient users for each task while keeping the reward cost as minimum as possible, hence allows application developers and end users to enjoy the power of crowd in more effective way.
在众包应用中有效的用户分配
最近,智能手机/掌上电脑等手持计算设备的技术进步将网络世界和现实世界结合在一起。这种互动创造了一种称为移动众包的新模式,它利用人类智慧和大量互联网用户的优势,更有效地执行各种任务。在这种应用程序中,通常以特别的方式招募用户来完成任务,并经常获得一些奖励。这种特殊的性质为用户提供了灵活性,可以完成任何工作,但往往会降低其可靠性和输出质量。质量控制通常是通过增加劳动力来完成的,这增加了成本。为了解决这个问题,我们提出了一个用户分配框架,该框架将任务推送给能够以更经济有效的方式执行任务的正确用户集。这些框架通过对任务需求和用户属性进行语义比较,对用户进行优先排序。然后,它尝试以互斥的方式为每个任务分配最小但最有效的用户。这个框架确保了每个任务分配最有效的用户,同时尽可能保持最小的奖励成本,从而允许应用程序开发人员和最终用户以更有效的方式享受人群的力量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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