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平衡相关性、能动零点与网络:192年战争与和平的结构

Balance correlations, agentic zeros, and networks: The structure of 192 years of war and peace.

作者信息

Dekker David, Krackhardt David, Doreian Patrick, Krivitsky Pavel N

机构信息

Edinburgh Business School, Heriot-Watt University, Edinburgh, United Kingdom.

Heinz College and Tepper Business School, Carnegie Mellon University, Pittsburgh, PA, United States of America.

出版信息

PLoS One. 2024 Dec 20;19(12):e0315088. doi: 10.1371/journal.pone.0315088. eCollection 2024.

Abstract

Social network extensions of Heider's balance theory have led to a plethora of adaptations, often inconsistent with Heider and each other. We present a general model that permits the description and testing of specific balance theoretic predictions as Heider had originally proposed them. We formulate balance statements as a comparison of two conditional probabilities of a tie: [Formula: see text], conditioned on 2-path relations [Formula: see text] vs. their counterfactual negation, [Formula: see text]. Here q, r and s, are indices that identify elements in a set of mutually exclusive and exhaustive relations in a multigraph (their sum produces a complete graph). This relaxes the dichotomous assumption of a signed graph. We identify neutral ties distinctive from negative and positive ties and convert the underlying signed graph into a restricted multigraph. The point-biserial correlations of relation q with the count of 2-paths (through relations r and s) describe the difference in conditional probabilities, or the prevalence for any stipulated balance configuration. In total 18 such unique balance correlations are identified for any trichotomous multigraph, although 27 theoretical statements exist. Two major advantages of balance correlations are: direct comparison between any two correlations over time, even if network sizes and densities differ; and the evaluation of specific balanced and unbalanced behaviors and predictions. We apply the model to a large data set consisting of friendly vs hostile relations between countries from 1816 to 2007. We find strong evidence for one of the balance statements, and virtually no evidence for unbalanced predictions. However, there is ample stable evidence that "neutral" ties are important in balancing the relations among nations. Results suggest that prevalence of balance-driven behavior varies over time. Indeed, other behaviors may prevail in certain eras.

摘要

海德平衡理论的社交网络扩展产生了大量的适应性变化,这些变化往往与海德的理论不一致,而且彼此之间也相互矛盾。我们提出了一个通用模型,该模型允许按照海德最初提出的方式来描述和检验特定的平衡理论预测。我们将平衡陈述表述为两种关系条件概率的比较:[公式:见原文],以2-路径关系[公式:见原文]为条件,与它们的反事实否定[公式:见原文]相对。这里的q、r和s是多图中一组互斥且详尽关系中的元素索引(它们的总和构成一个完全图)。这放宽了有向图的二分假设。我们识别出与负向和正向关系不同的中性关系,并将底层有向图转换为受限多图。关系q与2-路径数量(通过关系r和s)的点二列相关性描述了条件概率的差异,或者任何规定平衡配置的普遍性。对于任何三分多图,总共识别出18种这样独特的平衡相关性,尽管存在27种理论陈述。平衡相关性的两个主要优点是:即使网络规模和密度不同,也能随时间对任意两个相关性进行直接比较;以及对特定平衡和不平衡行为及预测进行评估。我们将该模型应用于一个由1816年至2007年各国之间友好与敌对关系组成的大数据集。我们为其中一个平衡陈述找到了有力证据,而几乎没有找到不平衡预测的证据。然而,有充分且稳定的证据表明“中性”关系在平衡国家间关系中很重要。结果表明,由平衡驱动的行为的普遍性随时间而变化。实际上,在某些时代可能会有其他行为占主导。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7cb6/11661612/942d02a1a528/pone.0315088.g001.jpg

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