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竞争的社会传染与取决于意见的传染性
Corbit R Sampson1, Juan G Restrepo1
1University of Colorado at Boulder, Department of Applied Mathematics, Colorado 80309, USA.
Physical review. E
|March 19, 2025
概括
认知偏见会影响虚假信息在网上传播的方式. 这项研究模拟了相互竞争的信念,显示偏见可以恢复垂死的信息或推翻流行的观点,影响在线虚假信息的动态.
科学领域:
- 社交网络分析分析
- 计算社会科学 计算社会科学
- 信息动力学信息动力学
背景情况:
- 虚假信息,或恶意传播虚假信息,在在线社交网络上激增.
- 认知偏见,如确认偏见和纯粹暴露效应,使个人倾向于接受重复或与信念一致的信息.
- 虚假信息往往与真实的信息直接竞争,以在人口中获得采用.
研究的目的:
- 开发和分析一个模型,用于在社交网络上传播两个相互竞争的信念.
- 调查个人认知偏见在调节信仰采用中的作用.
- 检查初始条件和外部招聘如何影响长期信念动态.
主要方法:
- 基于代理的建模模拟个人的互动和信念采用.
- 平均场描述来分析信念传播的宏观动态.
- 数字模拟用于探索各种初始条件和外部招聘策略.
主要成果:
- 认知偏见显著丰富了信念传播的短暂动态.
- 偏见可能导致现象,如以前衰落的信念的复兴.
- 该模型表明,信念有可能推翻最初占主导地位的观点.
- 外部招募传播者可以决定一个信仰最终对另一个信仰的优势.
结论:
- 认知偏见是理解信息和虚假信息传播的复杂动态的关键因素.
- 个人偏见和网络结构之间的相互作用影响了信仰传播.
- 战略性外部招聘可以用来控制竞争的信念动态的结果.
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