考虑不同影响性节点的开源产品社区网络的稳定性评估
Hongli Zhou1, Siqing You1, Mingxuan Yang2
1School of Information, Beijing Wuzi University, Beijing 101149, China.
Entropy (Basel, Switzerland)
|July 8, 2023
概括
开源产品社区 (OSPC) 依赖于稳定发展的稳定性. 这项研究引入了一种新的方法来识别有影响力的节点,改进网络稳定性分析,并揭示用户行为对社区稳定性的影响.
科学领域:
- 复杂的系统复杂的系统.
- 网络科学 网络科学
- 社交计算社会计算
背景情况:
- 开源产品社区 (OSPC) 在互联网技术中至关重要.
- 网络的稳定性对于OSPC的稳定性至关重要.
- 传统的节点重要性指标 (程度,间距) 对于OSPC来说是不够的.
研究的目的:
- 开发一种改进的方法来识别OSPC中的有影响力的节点.
- 分析影响性节点损失对OSPC网络稳定性的影响.
- 调查用户遵循行为对网络稳定性的影响.
主要方法:
- 复杂的网络建模来构建一个典型的OSPC网络.
- 整合网络拓特征,以改进节点识别.
- 模拟节点损失策略,以评估网络稳定性的变化.
主要成果:
- 与传统指标相比,拟议的方法有效地区分了有影响力的节点.
- 随着有影响力的节点 (结构漏洞,论领袖) 的损失,OSPC网络的稳定性显著下降.
- 用户遵循的行为大大改变了网络的稳定性.
结论:
- 开发的稳定性分析模型和指标对于OSPC是可行的和有效的.
- 识别和保护有影响力的节点对于OSPC稳定性至关重要.
- 了解用户跟随动态对于维护网络完整性至关重要.
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