在签名社交网络中达成一致意见

C. Altafini, Gabriele Lini
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引用次数: 0

摘要

能否预测意见形成过程的结果是社会网络理论中的一个重要问题。然而,即使对于线性动力学,一旦考虑到非合作交互,这也成为一项艰巨的任务。这种相互作用自然地被建模为社会网络邻接矩阵上的负权重。在本文中,我们展示了如何将Perron-Frobenius定理用于这一任务,也超出了合作系统的标准公式。特别地,我们展示了如何将一致意见的实现与正正交中适当包含的不变锥的存在联系起来。这些情况对应于具有最终正性的有符号邻接矩阵,即,在足够高的幂下,所有负项都消失了。更一般地说,我们展示了对于社会网络,一个可能非一致的意见的实现如何与一个完全包含在一个邻边的不变锥的存在相关联。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Achieving unanimous opinions in signed social networks
Being able to predict the outcome of an opinion forming process is an important problem in social network theory. However, even for linear dynamics, this becomes a difficult task as soon as non-cooperative interactions are taken into account. Such interactions are naturally modeled as negative weights on the adjacency matrix of the social network. In this paper we show how the Perron-Frobenius theorem can be used for this task also beyond its standard formulation for cooperative systems. In particular we show how it is possible to associate the achievement of unanimous opinions with the existence of invariant cones properly contained in the positive orthant. These cases correspond to signed adjacency matrices having the eventual positivity property, i.e., such that in sufficiently high powers all negative entries have disappeared. More generally, we show how for social networks the achievement of a, possibily non-unanimous, opinion can be associated to the existence of an invariant cone fully contained in one of the orthants of ℝn.
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