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Chinese collaboration network data recompiled based on weights and labels

机译:基于权重和标签重新编译的中文协作网络数据

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摘要

The increasing popularity of social networks, such as online communities and collaboration networks, has given rise to interesting knowledge discovery and data mining problems. Different methods of knowledge discovery and data mining require different types of social network datasets, such as datasets including node and edge information or datasets with added labels or weights. In this paper, we review social network datasets in different formats and applications. Then, we propose a data processing method to add weights and labels for a Chinese collaboration network (C-DBLP). The weights reflect the affinity between two authors, and the labels contain information about the authors. This dataset can be used for privacy protection in social networks and social network community detection. Finally, we analyse the new data that we compiled and draw conclusions about the importance of the weights in the C-DBLP dataset in terms of social network research.
机译:社交网络的越来越多的普及,例如在线社区和协作网络,这引起了有趣的知识发现和数据挖掘问题。不同的知识发现和数据挖掘方法需要不同类型的社交网络数据集,例如数据集,包括节点和边缘信息或具有添加标签或权重的数据集。在本文中,我们以不同的格式和应用程序审查社交网络数据集。然后,我们提出了一种数据处理方法,用于为中国协作网络(C-DBLP)添加权重和标签。重量反映了两个作者之间的亲和力,标签包含有关作者的信息。此数据集可用于社交网络和社交网络社区检测中的隐私保护。最后,我们分析了我们编制的新数据,并在社交网络研究方面编制了关于C-DBLP数据集中权重的重要性的结论。

著录项

  • 来源
  • 作者单位

    School of Computer and Software Nanjing University of Information Science and Technology Jiangsu Nanjing China;

    Jiangsu Information Center Jiangsu Nanjing China;

    School of Computer and Software Nanjing University of Information Science and Technology Jiangsu Nanjing China;

    Jiangsu Engineering Centre of Network Monitoring Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology Nanjing University of information Science and Technology Nanjing Jiangsu China;

    Department of Mathmatics Yan Bian University Yanji 133002 Jilin China;

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

    social networks; C-DBLP; datasets; weights; labels;

    机译:社交网络;c-dblp;数据集;重量;标签;

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