D-Mercator方法用于实体网络的多维超标嵌入.
Robert Jankowski1,2, Antoine Allard3,4, Marián Boguñá1,2
1Departament de Física de la Matèria Condensada, Universitat de Barcelona, Martí i Franquès 1, 08028, Barcelona, Spain.
Nature communications
|November 22, 2023
概括
我们介绍了D-Mercator,这是一个新的工具,用于将网络映射到多维的超标空间. 这种方法揭示了网络维度,改善了对连接和社区结构的理解.
科学领域:
- 网络科学 网络科学
- 复杂的系统复杂的系统.
- 数据分析的几何数据分析.
背景情况:
- 基于模型的绘图工具将真实网络嵌入到隐性几何中.
- 默卡托将网络嵌入到超标平面中.
- 一些网络需要多维几何模型.
研究的目的:
- 介绍D-Mercator,一种新的嵌入方法.
- 将真实网络映射到 (D+1) - 超标空间.
- 将相似子空间表示为D-球.
主要方法:
- 基于D-Mercator模型的嵌入.
- 现实网络的多维超标映射.
- 通过航行性和社区结构来估计内在的维度.
主要成果:
- 生成真实网络的多维超标图.
- 量化的网络维度.
- 确定了影响连接和社区结构的因素.
结论:
- 多维网络表示对于理解连接性决定因素至关重要.
- D-Mercator有助于阐明维度依赖的现象,如批判性行为中的普遍性.
- 这种方法推进了复杂网络的几何分析.
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