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Microblog Credibility Assessment Based on Multi-dimensional Method

机译:基于多维方法的微博可信度评估

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摘要

Information is shared and disseminated in the microblogging platform, but not all the information is trustworthy. In the research, the microblog credibility assessment is mainly about the statistical analysis of the static feature data distribution at a time point, not considered the estimators subjectivity and trust dynamic. For this purpose, Microblog Credibility Assessment Based on Multi-dimensional Method (MCMD) is proposed, this method considers the subjectivity and dynamic effects of trust. From user, content and time dimension to assess the credibility respectively. By introducing the weights system to satisfy the subjective preference of estimator, this method supplement objective basis, and dynamic adjust the model based on nonlinear time factor. Experiment results show that this method reflects the influence of subjectivity and dynamic on the credibility assessment, and are significantly more accuracy than the traditional classifier approach.
机译:信息是在微博平台上共享和传播的,但并非所有信息都是可信赖的。在研究中,微博可信度评估主要是针对某个时间点的静态特征数据分布的统计分析,而不考虑评估者的主观性和信任度。为此,提出了一种基于多维方法的微博可信度评估方法,该方法考虑了信任的主观性和动态效果。从用户,内容和时间维度分别评估可信度。通过引入权重系统以满足估计量的主观偏好,该方法补充了客观依据,并基于非线性时间因子对模型进行了动态调整。实验结果表明,该方法反映了主观性和动态性对可信度评估的影响,比传统的分类器方法具有更高的准确性。

著录项

  • 来源
    《Journal of information and computational science》 |2015年第18期|6953-6966|共14页
  • 作者单位

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China;

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China;

    Educational technology and Network Center, Kunming University of Science and Technology, Kunming 650500, China;

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China;

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China;

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China;

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, China;

    Kunming Dishi Technology, Kunming 650500, China;

    Kunming Jiaqian Technology, Kunming 650500, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Microblog Credibility; Multi-dimensional; Subjectivity; Trust Dynamic;

    机译:微博信誉;多维;主观性信任动态;

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