克罗内克的产品的电压器和超图:结构和动力学
Joshua Pickard1, Can Chen2, Cooper Stansbury1
1Department of Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA.
概括
本研究介绍了张量克罗内克积,这是分析多路数据的新工具. 它使得张量分解,自值计算和理解复杂系统动态的新方法成为可能.
科学领域:
- 多学科数学 多学科数学
- 数据科学数据科学数据科学
- 网络理论 网络理论
背景情况:
- 超图和张量对多路关系的图形和矩阵理论进行概括.
- 克罗尼克产物对合系统有价值,但其张量/超图应用不清楚.
研究的目的:
- 为了全面探索张量克罗内克克积的代数,结构和光谱属性.
- 将克罗尼克产品的实用性扩展到张量和超图分析.
- 在张量分解,固有值和动态系统中研究应用.
主要方法:
- 张数运算的代数操作.
- 克罗内克高图的结构分析.
- 张数固有值和多项式动态的光谱分析.
主要成果:
- 塔克和张量列车分解通过张量克罗内克积表示.
- 张量固有值与张量克罗尼克积相关.
- 定义了克罗内克超图,并研究了它们的属性.
- 在Kronecker超图上对多项式动态的稳定性分析.
结论:
- 张量克罗尼克产值是多路数据分析的强大工具.
- 它有助于计算张量分解和固有值.
- 它为通过张量和超图表示的系统中分析复杂动态提供了一个框架.
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