分析信息传播道:研究资源投资中的突然转变
Yanan Wang1, Taiming Wang2, Yikang Lu3,4
1School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China.
Chaos (Woodbury, N.Y.)
|January 27, 2025
概括
对资源的投资大大提高了协作网络中的信息传播. 更多的资源加速和扩大信息传播,特定的速度影响过渡现象.
科学领域:
- 网络科学 网络科学
- 信息传播 信息传播
- 资源分配 资源分配
背景情况:
- 有效的信息传播对于协作网络至关重要.
- 现有的研究往往忽视了资源分配和信息传播之间的复杂关系.
- 了解这种相互作用对于优化网络性能至关重要.
研究的目的:
- 开发一种以资源为基础的信息传播模式.
- 分析资源和信息传播之间的复杂相互作用.
- 识别影响信息传播速度和范围的因素.
主要方法:
- 开发了一种基于资源的新型信息传播模式.
- 采用了平均场方法和蒙特卡洛模拟.
- 在三个不同的作者协作网络中验证了该模型.
主要成果:
- 增加资源显然加速和扩大信息传播.
- 确定了与资源可用性相关的突然过渡现象.
- 信息的自我学习和审查率加快了转型;下降和再传播率减缓了它们.
结论:
- 资源的可用性是信息传播效率的关键决定因素.
- 开发的模型为理解资源驱动的信息传播提供了一个框架.
- 结果为优化协作网络中的资源配置提供了洞察力.
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