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Foundations of Multidimensional Network Analysis

机译:多维网络分析的基础

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Complex networks have been receiving increasing attention by the scientific community, thanks also to the increasing availability of real-world network data. In the last years, the multidimensional nature of many real world networks has been pointed out, i.e. many networks containing multiple connections between any pair of nodes have been analyzed. Despite the importance of analyzing this kind of networks was recognized by previous works, a complete framework for multidimensional network analysis is still missing. Such a framework would enable the analysts to study different phenomena, that can be either the generalization to the multidimensional setting of what happens inmonodimensional network, or a new class of phenomena induced by the additional degree of complexity that multidimensionality provides in real networks. The aim of this paper is then to give the basis for multidimensional network analysis: we develop a solid repertoire of basic concepts and analytical measures, which takes into account the general structure of multidimensional networks. We tested our framework on a real world multidimensional network, showing the validity and the meaningfulness of the measures introduced, that are able to extract important, nonrandom, information about complex phenomena.
机译:复杂网络越来越受到科学界的关注,这也要归功于现实网络数据的可用性日益提高。在过去的几年中,已经指出了许多现实世界网络的多维性质,即,已经分析了包含任意一对节点之间的多个连接的许多网络。尽管以前的工作已经认识到分析这种网络的重要性,但是仍然缺少用于多维网络分析的完整框架。这种框架将使分析人员能够研究不同的现象,这些现象可以是对一维网络发生的多维设置的概括,也可以是由多维在真实网络中提供的额外复杂程度引起的新一类现象。然后,本文的目的是为多维网络分析提供基础:我们开发了扎实的基本概念和分析措施,其中考虑了多维网络的一般结构。我们在现实世界的多维网络上测试了我们的框架,显示了所引入措施的有效性和意义,这些措施能够提取有关复杂现象的重要非随机信息。

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