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基于发生率的局部树状超图矩阵的光谱密度近似通过空腔方法
Grover E C Guzman1, Peter F Stadler2, Andre Fujita3
1University of São Paulo, Department of Computer Science, Institute of Mathematics and Statistics, Rua do Matão, 1010, São Paulo - SP 05508-090, Brazil.
Physical review. E
|February 20, 2026
概括
本研究引入了一种高效的空腔方法来计算超图矩阵的光谱密度,克服了复杂系统的传统图形方法的局限性. 这种新方法对于大,加权和未加权的超图具有计算效率.
科学领域:
- 网络科学 网络科学
- 复杂系统分析 复杂系统分析
- 超图形理论是超图形的理论.
背景情况:
- 图表表示具有对交互的系统,但未能捕捉到更高阶的交互.
- 超图为多组件相互作用提供了一个框架,但光谱密度计算具有挑战性.
- 对于超图的现有光谱密度方法是计算密集的,限制了可扩展性.
研究的目的:
- 开发一种有效的方法来计算超图矩阵的光谱密度.
- 为解决大型超图的现有光谱分析技术的计算局限性.
- 为了使光谱方法在复杂系统研究中得到更广泛的应用.
主要方法:
- 使用基于超图的发病率矩阵的空洞方法.
- 开发了一种有效的加权超图方法 (无符号拉普拉斯矩阵,相邻矩阵,拉普拉斯矩阵).
- 改进了无权重超图的方法,仅使用度数和顺序序列.
主要成果:
- 展示了一种高效的基于空腔的方法来计算超图谱的光谱密度.
- 实现了加权和未加权超图的计算效率和准确性.
- 克服了直接对角化方法的立方缩放限制.
结论:
- 腔体方法提供了一个计算上可行的方法来超图谱密度.
- 这项工作显著推进了通过超图表示的复杂系统的分析.
- 开发的方法对于大规模网络分析是准确和高效的.
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