利用拉普拉斯谱分析基于项目的服务

Yi Yang, Zhi-Cong Fang, Yan Yang, Hong Cai
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摘要

本文通过观察复杂服务项目网络的拉普拉斯特征值和特征向量中的标记特征,利用拉普拉斯谱分析方法研究了复杂服务项目网络的特征。在此基础上,我们还描述了项目复杂网络复杂性的其他表征,包括逆向参与率(IPR)、程度期望值(DEV)。与仅使用邻接矩阵或耦合矩阵相比,我们发现这些扩展谱分析方法确实提供了透镜等有趣的特征来观察代表基于项目的服务组织结构的复杂网络的内在特性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using Laplacian Spectra to Analyze Project Based Services
In this paper, we use Laplacian spectral analysis to study the characteristics of complex service project networks by observing their marked signatures in the Laplacian eigenvalues and eigenvectors. Based on that, we also depict other representations of the complexity of those project complex networks including inverse participation ratio (IPR), degree expectation value (DEV). Compared with using adjacency matrix or coupling matrix only, we find that those extended spectral analysis methods do provide interesting features like lens to observe the intrinsic properties of the complex network representing the organizational structure of project based services.
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