通过边缘添加减少网络极化

Ruben Interian, Jorge Moreno, C. Ribeiro
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引用次数: 4

摘要

现实世界的网络通常是极端极化的,因为顶点组之间的通信可能很弱,而且大多数时候,只有同一组中的顶点或具有相同信念的顶点才能相互通信。基于最小外部干预原则,我们将最小基数平衡边加法问题作为一种减少现实世界网络极化的策略。给出了整数规划公式,并讨论了随机生成和实际实例的计算结果。我们表明,极化可以减少到所需的阈值与增加一些边。在这项工作中开发的最小干预原则和方法被证明是减少社会、互动和通信网络中两极分化的有效策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reducing Network Polarization by Edge Additions
Real-world networks are often extremely polarized, because the communication between groups of vertices can be weak and, most of the time, only vertices in the same groups or sharing the same beliefs communicate to each other. We formulate the Minimum-Cardinality Balanced Edge Addition Problem as a strategy for reducing polarization in real-world networks based on a principle of minimum external interventions. We give the integer programming formulation and discuss computational results on randomly generated and real-life instances. We show that polarization can be reduced to the desired threshold with the addition of a few edges. The minimum intervention principle and the approach developed in this work are shown to constitute an effective strategy for reducing polarization in social, interaction, and communication networks.
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