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Conflict-aware event-participant arrangement

机译:冲突事件参与者安排

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With the rapid development of Web 2.0 and Online To Offline (O2O) marketing model, various online event-based social networks (EBSNs), such as Meetup and Whova, are getting popular. An important task of EBSNs is to facilitate the most satisfactory event-participant arrangement for both sides, i.e. events enroll more participants and participants are arranged with personally interesting events. Existing approaches usually focus on the arrangement of each single event to a set of potential users, and ignore the conflicts between different events, which leads to infeasible or redundant arrangements. In this paper, to address the shortcomings of existing approaches, we first identify a more general and useful event-participant arrangement problem, called Global Event-participant Arrangement with Conflict and Capacity (GEACC) problem, focusing on the conflicts of different events and making event-participant arrangements in a global view. Though it is useful, unfortunately, we find that the GEACC problem is NP-hard due to the conflict constraints among events. Thus, we design two approximation algorithms with provable approximation ratios and an exact algorithm with pruning technique to address this problem. Finally, we verify the effectiveness and efficiency of the proposed methods through extensive experiments on real and synthetic datasets.
机译:随着Web 2.0和Online的快速发展到脱机(O2O)营销模式,各种在线活动的社交网络(EBSNS),如聚会和WHOVA,正在受欢迎。 EBSNS的一项重要任务是促进双方最满意的事件参与者安排,即事件注册更多参与者和参与者与个人有趣的事件安排。现有方法通常关注每种单一事件的安排到一组潜在的用户,并忽略不同事件之间的冲突,这导致不可行或冗余的布置。在本文中,为了解决现有方法的缺点,我们首先识别更一般和有用的事件参与者安排问题,称为全球事件参与者安排与冲突和能力(GEACC)问题,重点是不同事件和制造的冲突全球视野中的活动参与者安排。虽然它很有用,但不幸的是,由于事件之间的冲突限制,我们发现GEACC问题是NP - 硬。因此,我们设计了两个具有可提供的近似比的近似算法和具有修剪技术的精确算法来解决这个问题。最后,我们通过对真实和合成数据集的广泛实验验证所提出的方法的有效性和效率。

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