Event-Participant and Incremental Planning over Event-Based Social Networks

Event-Participant and Incremental Planning over Event-Based Social Networks
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基于事件的社交网络的事件参与者和增量规划

DOI:
10.1109/tkde.2019.2931906
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发表时间:
2021-02
影响因子:
8.9
通讯作者:
Li Boyang
Li Boyang
中科院分区:
计算机科学2区
文献类型:
--
作者:
Cheng Yurong;Yuan Ye;Chen Lei;Giraud-Carrier Christophe;Wang Guoren;Li Boyang

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近年来,基于事件的在线社交网络(EBSN)平台变得越来越流行。EBSN平台的一个典型任务是帮助用户制定合适的个性化计划,以参与各种有趣的社交活动。现有的技术要么忽略了每个事件的最小参与者要求约束,这是至关重要的一些事件要成功地举行,或假设事件不会改变,一旦宣布。在本文中,我们解决现有EBSN技术的上述不足之处。我们正式定义了全球事件规划与约束(GEPC)的问题,它的增量变体。由于这些问题是NP难的,并提供近似解。最后,我们通过对真实的和合成数据集的大量实验,验证了我们提出的算法的有效性和效率。
In recent years, online Event Based Social Network (EBSN) platforms have become increasingly popular. One typical task of EBSN platforms is to help users make suitable and personalized plans for participating in different interesting social events. Existing techniques either ignore the minimum-participant requirement constraint for each event, which is crucially needed for some events to be held successfully, or assume that events would not change once announced. In this paper, we address the above inadequacies of existing EBSN techniques. We formally define the Global Event Planning with Constraints (GEPC) problem, and its incremental variant. Since these problems are NP-hard, and provide approximate solutions. Finally, we verify the effectiveness and efficiency of our proposed algorithms through extensive experiments over real and synthetic datasets.
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