Investigation on centrality measures and opinion dynamics in two-layer networks with replica nodes

التفاصيل البيبلوغرافية
العنوان: Investigation on centrality measures and opinion dynamics in two-layer networks with replica nodes
المؤلفون: Zhao, Chi, Parilina, Elena
سنة النشر: 2024
المجموعة: Computer Science
Physics (Other)
مصطلحات موضوعية: Physics - Physics and Society, Computer Science - Data Structures and Algorithms, Computer Science - Social and Information Networks, 90B15, 90B18, 90C40, 05C90, 68R10
الوصف: We examine two-layer networks and centrality measures defined on them. The propose two fast and accurate algorithms to approximate the game-theoretic centrality measures and examine connection between centrality measures and characteristics of opinion dynamic processes on such networks. As an example, we consider a Zachary's karate club social network and extend it by adding the second (internal) layer of communication. Internal layer represents the idea that individuals can share their real opinions with their close friends. The structures of the external and internal layers may be different. As characteristics of of opinion dynamic processes we mean consensus time and winning rate of a particular opinion. We find significantly strong positive correlation between internal graph density and consensus time, and significantly strong negative correlation between centrality of authoritative nodes and consensus time.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2406.18780
رقم الأكسشن: edsarx.2406.18780
قاعدة البيانات: arXiv