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Relationship strength estimation based on Wechat Friends Circle

机译:基于微信好友圈的关系强度估计

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摘要

Wechat has become a popular way in China for users to connect and share information with their friends. In particular, Wechat Friends Circle is a popular platform for users to express themselves. It is useful in many real applications, such as personalized recommendations, to calculate the relationship strength between Friends Circle users. However, most existed researches do not apply to the Wechat Friends Circle due to the uniqueness that users can only see a common friend's comments or point praise, which is quite different from the general social network. To meet this need, in this paper we propose a general framework to measure the relationship strengths between different users in Wechat Friends Circle, considering not only the similarity of users' profile information, but also the interaction between users. We conduct a set of experiments on Friends Circle dataset, from which we learn that the proposed framework is efficient and promising on improving the performances of relationship strength calculation. (C) 2017 Elsevier B.V. All rights reserved.
机译:微信已成为用户在中国与朋友联系和共享信息的一种流行方式。特别是,微信好友圈是用户表达自我的流行平台。它在许多实际应用程序(例如个性化推荐)中很有用,用于计算Friends Circle用户之间的关系强度。但是,由于用户只能看到普通朋友的评论或赞美的独特性,因此大多数现有的研究不适用于微信朋友圈,这与一般的社交网络大不相同。为了满足这一需求,本文提出了一个通用的框架来衡量微信好友圈中不同用户之间的关系强度,不仅考虑用户个人资料信息的相似性,而且考虑用户之间的互动。我们在Friends Circle数据集上进行了一组实验,从中我们了解到,提出的框架是有效的,有望改善关系强度计算的性能。 (C)2017 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2017年第30期|15-23|共9页
  • 作者

    Ju Chunhua; Tao Wanqiong;

  • 作者单位

    Zhejiang Gongshang Univ, Contemporary Business & Trade Res Ctr, Hangzhou 310018, Zhejiang, Peoples R China|Zhejiang Gongshang Univ, Contemporary Business & Collaborat Innovat Res Ct, Hangzhou 310018, Zhejiang, Peoples R China|Zhejiang Gongshang Univ, Sch Management Sci & Engn, Hangzhou 310018, Zhejiang, Peoples R China;

    Zhejiang Gongshang Univ, Sch Management Sci & Engn, Hangzhou 310018, Zhejiang, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Wechat Friends Circle; Relationship circle; Semantic similarity; Interaction frequency; Relationship strength;

    机译:微信好友圈关系圈语义相似度互动频率关系强度;

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