Mathematical modeling of local balance in signed networks and its applications to global international analysis

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-08-09 DOI:10.1007/s12190-024-02204-2
Fernando Diaz-Diaz, Paolo Bartesaghi, Ernesto Estrada
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Abstract

Alliances and conflicts in social, political and economic relations can be represented by positive and negative edges in signed networks. A cycle is said to be positive if the product of its edge signs is positive, otherwise it is negative. Then, a signed network is balanced if and only if all its cycles are positive. An index characterizing how much a signed network deviates from being balanced is known as a global balance index. Here we give a step forward in the characterization of signed networks by defining a local balance index, which characterizes how much a given vertex of a signed network contributes to its global balance. We analyze the mathematical foundations and unique structural properties of this index. Then, we apply this index to the study of the evolution of international relations in the globe for the period 1816–2014. In this way we detect and categorize major historic events based on balance fluctuations, helping our understanding towards new mixed approaches to history based on network theory.

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签约网络局部平衡的数学建模及其在全球国际分析中的应用
社会、政治和经济关系中的联盟和冲突可以用符号网络中的正边和负边来表示。如果一个循环的边符号乘积为正,则该循环为正循环,否则为负循环。因此,当且仅当一个有符号网络的所有循环都是正循环时,该网络才是平衡的。表征有符号网络偏离平衡程度的指数被称为全局平衡指数。在这里,我们通过定义局部平衡指数,在有符号网络的表征方面向前迈进了一步。局部平衡指数表征了有符号网络中给定顶点对其全局平衡的贡献程度。我们分析了这一指数的数学基础和独特的结构特性。然后,我们将该指数用于研究 1816-2014 年间全球国际关系的演变。这样,我们就能根据平衡波动发现重大历史事件并对其进行分类,从而帮助我们理解基于网络理论的新混合历史方法。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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