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Complexity of a Microblogging Social Network in the Framework of Modern Nonlinear Science

机译:现代非线性科学框架下微博社交网络的复杂性

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Recent developments in nonlinear science have caused the formation of a new paradigm called the paradigm of complexity. The self-organized criticality theory constitutes the foundation of this paradigm. To estimate the complexity of a microblogging social network, we used one of the conceptual schemes of the paradigm, namely, the system of key signs of complexity of the external manifestations of the system irrespective of its internal structure. Our research revealed all the key signs of complexity of the time series of a number of microposts. We offer a new model of a microblogging social network as a nonlinear random dynamical system with additive noise in three-dimensional phase space. Implementations of this model in the adiabatic approximation possess all the key signs of complexity, making the model a reasonable evolutionary model for a microblogging social network. The use of adiabatic approximation allows us to model a microblogging social network as a nonlinear random dynamical system with multiplicative noise with the power-law in one-dimensional phase space.
机译:非线性科学的最新发展已导致形成一种称为复杂性范式的新范式。自组织的临界理论构成了该范式的基础。为了估算微博社交网络的复杂性,我们使用了范式的一种概念方案,即系统外部表现形式复杂性的关键标志系统,而与系统的内部结构无关。我们的研究揭示了许多微博的时间序列的复杂性的所有关键标志。我们提供了一种微博社交网络的新模型,该模型是在三维相空间中具有加性噪声的非线性随机动力系统。该模型在绝热近似中的实现具有复杂性的所有关键标志,从而使该模型成为微博社交网络的合理演化模型。绝热近似的使用使我们能够将微博社交网络建模为一维相空间中具有幂律的乘性噪声的非线性随机动力系统。

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