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Influencing emotional behavior in a social network

机译:影响社交网络中的情感行为

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摘要

Mankind has always sought out social interaction, and our social interactions influence our thoughts and actions. As technological advances in social media provide a means for more rapid, convenient, and widespread communication, our resulting social interactions can lead to a more dynamic influence. Underlying these interactions are emotional responses to different stimuli and a desire not to become isolated from peers. In this paper, such social interactions are modeled as an undirected graph where each vertex represents an individual and each edge represents a social bond between individuals. Motivated by the non-local property of fractional-order systems, the emotional response of individuals in the network is modeled by fractional-order dynamics whose states depend on influences from social bonds. A decentralized control method is then developed to manipulate the social group to a common emotional state while maintaining existing social bonds (i.e., without isolating peers in the group). Mittag-Leffler stability methods are used to prove asymptotic convergence to a common equilibrium point (i.e., emotional state) of the networked fractional-order system.
机译:人类一直在寻求社会互动,而我们的社会互动影响着我们的思想和行动。随着社交媒体的技术进步为更快速,方便和广泛的交流提供了一种手段,我们由此产生的社交互动可以带来更动态的影响。这些相互作用的基础是对不同刺激的情感反应以及不与同伴孤立的愿望。在本文中,这种社交互动被建模为无向图,其中每个顶点代表一个人,每个边缘代表一个人与人之间的社会纽带。受分数阶系统的非局部属性的激励,网络中个体的情感反应是通过分数阶动力学建模的,分数阶动力学的状态取决于社会纽带的影响。然后发展一种分散的控制方法,以在保持现有社会纽带的同时将社会群体控制到一个共同的情绪状态(即,不孤立群体中的同伴)。 Mittag-Leffler稳定性方法用于证明渐进收敛到网络分数阶系统的公共平衡点(即情绪状态)。

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  • 来源
    《American Control Conference;ACC》|2012年|p.4072- 4077|共6页
  • 会议地点 Montreal(CA)
  • 作者

    Kan, Z.;

  • 作者单位

    Department of Mechanical and Aerospace Engineering University of Florida Gainesville FL 32611-6250 USA;

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