Suppr超能文献

基于语义的开源项目协作知识网络的动态鲁棒性

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

作者信息

Lei Shaojuan, Zhang Xiaodong, Xie Shilin, Zheng Xin

机构信息

School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China.

出版信息

Entropy (Basel). 2021 Mar 25;23(4):391. doi: 10.3390/e23040391.

Abstract

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.

摘要

协作知识网络(CKN)的稳健性对于开源项目的成功至关重要。为了更全面、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个加权CKN,其中(a)开源设计师为网络节点,(b)设计师之间的协作行为为边,(c)协作文本内容强度和协作频率强度为边权重。为了从动态角度研究稳健性,我们从项目生命周期的不同阶段构建了三个CKN:启动、成长和成熟阶段。然后将加权网络的连通性和协作效率用作稳健性评估指标。此外,我们根据开源设计师的行为特征设计了四种边失效模式。最后,我们基于Local Motors开源汽车设计项目的实证数据进行了动态稳健性分析实验。我们的结果表明,CKN在项目生命周期的不同阶段表现不同,我们的具体发现可以帮助开源项目的社区管理者在项目的不同阶段制定不同的网络保护策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/426f/8066244/9427fb6de5a2/entropy-23-00391-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验