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Dynamic Robustness of Semantic-Based Collaborative Knowledge Network of Open Source Project

机译:基于语义的开源项目的动态鲁棒性

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摘要

Robustness of the collaborative knowledge network (CKN) is critical to the success of open source projects. To study this robustness more comprehensively and accurately, we constructed a weighted CKN based on the semantic analysis of collaborative behavior, where (a) open source designers were the network nodes, (b) collaborative behavior among designers was the edges, and (c) collaborative text content intensity and collaborative frequency intensity were the edge weights. To study the robustness from a dynamic viewpoint, we constructed three CKNs from different stages of the project life cycle: the start-up, growth and maturation stages. The connectivity and collaboration efficiency of the weighted network were then used as robustness evaluation indexes. Further, we designed four edge failure modes based on the behavioral characteristics of open source designers. Finally, we carried out dynamic robustness analysis experiments based on the empirical data of a Local Motors open source car design project. Our results showed that the CKN performed differently at different stages of the project life cycle, and our specific findings could help community managers of open source projects to formulate different network protection strategies at different stages of their projects.
机译:协作知识网络(CKN)的鲁棒性对开源项目的成功至关重要。为了更全面和准确地研究这种稳健性,我们基于协作行为的语义分析构建了一种加权CKN,其中(a)开源设计人员是网络节点,(b)设计师之间的协作行为是边缘,(c)协作文本内容强度和协作频率强度是边缘重量。为了从动态观点来研究鲁棒性,我们从项目生命周期的不同阶段构建了三个CKN:启动,增长和成熟阶段。然后使用加权网络的连接和协作效率作为鲁棒性评估指标。此外,我们设计了基于开源设计人员的行为特性的四种边缘故障模式。最后,我们基于本地电机开源汽车设计项目的经验数据进行了动态鲁棒性分析实验。我们的研究结果表明,CKN在项目生命周期的不同阶段进行了不同,我们的具体结果可以帮助开源项目的社区管理人员在其项目的不同阶段制定不同的网络保护策略。

著录项

  • 期刊名称 Entropy
  • 作者单位
  • 年(卷),期 2021(23),4
  • 年度 2021
  • 页码 391
  • 总页数 22
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

    机译:动态鲁棒性;开源项目;知识协作;加权网络;基于语义;

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