Investigation into the Regular and Chaotic States of Microblogging Networks as Applied to Social Media Monitoring

A. Dmitriev, O. Tsukanova, S. Maltseva
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引用次数: 3

Abstract

The present paper is devoted to the investigation into the evolutionary dynamics of social microblogging networks. Different network states are considered. Regular and chaotic states of networks are described. A new model of a social microblogging network as a point dissipative system is suggested. Dynamic variables of such system are represented by the variations of tweet/retweet number around the equilibrium values. It is pointed out, that the system is in a condition of an asymptotically stable equilibrium when the intensity values of an external information are small (the number of tweets eventually tends to its equilibrium value). So far as the intensity values of external information do not exceed the critical value, the stable (almost harmonic) oscillations of tweets take place in the system. If the intensity values of external information exceed the critical value, then the chaotic oscillations of tweets are to be observed. A case of Twitter network is examined.
应用于社交媒体监控的微博网络规则与混沌状态研究
本文致力于研究社交微博网络的进化动态。考虑了不同的网络状态。描述了网络的规则状态和混沌状态。提出了一种新的微博社交网络点耗散系统模型。该系统的动态变量由tweet/转发数在平衡值附近的变化来表示。指出,当外部信息的强度值较小时(推文数量最终趋于其均衡值),系统处于渐近稳定均衡状态。只要外部信息的强度值不超过临界值,系统就会出现稳定的(近乎谐波的)微博振荡。如果外部信息的强度值超过临界值,则观察到tweet的混沌振荡。本文以Twitter网络为例进行了研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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