情感同性恋作为在线冲突话语网络中占主导地位的组织原则
Zhexi Gu1, Runping Zhu2, Fushi Bian3
1School of Information and Library Science, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA. zhexigu@unc.edu.
Scientific reports
|October 10, 2025
概括
这项研究表明,在线冲突网络优先考虑情感联系,而不是社会地位. 一个新的框架确定了"新兴经纪人",他们弥合了分歧,提供了对两极分化的在线环境的见解.
科学领域:
- 计算社会科学 计算社会科学
- 网络科学 网络科学
- 人工智能的人工智能是人工智能.
背景情况:
- 在线冲突网络表现出复杂的动态.
- 了解这些网络的组织原则对于解决两极分化至关重要.
- 现有的方法可能无法完全捕捉用户交互的细微差别.
研究的目的:
- 开发和验证用于分析在线冲突网络的诊断框架.
- 揭示这些网络中链接形成的主要驱动因素.
- 识别有助于网络动态的新型网络结构和用户角色.
主要方法:
- 开发一个使用图表注意网络 (GATv2) 的诊断框架.
- 建模链路预测任务以评估网络形成原则.
- 对GATv2与多个基线模型进行比较分析.
- 探测学习的嵌入式来解释模型决策并识别关键特征.
主要成果:
- 在建模冲突网络方面,GATv2表现出卓越的性能和可解释性.
- 由情感驱动的情感同性恋是主导的组织原则,创造了"情感堡垒".
- 在链接预测中,结构性声望被系统地忽视.
- 确定了一种新型的"新兴经纪人",其特点是低中心性和情感中立性,可以弥合分歧.
结论:
- 开发的框架为了解两极化环境中的网络动态提供了一个强大的工具.
- 情感联系在在线冲突网络的结构和维护中发挥着至关重要的作用.
- 识别"新兴经纪人"为解决冲突和网络桥梁提供了新的理论见解.
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