Using rate equation for modeling triad dynamics on Instagram

M. Kamola
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Abstract

Triadic analysis is a convenient way to assess structure and stability of a graph. This paper verifies stability of one triad type that is commonly perceived as transient and unstable, on Instagram subgraph, reconstructed by a specific crawling algorithm. Dynamics of that triad transition has been examined, wrt. degrees of that triad nodes and other basic structural properties of the triad neighborhood. Results show that the triad transition can be modeled as rate equation of order 2, and that it is fairly independent of any of the considered factors. A complete model of dynamics of triads can be further used in graph evolution forecasting, including phenomena like opinion spread or group forming, which may, in turn, affect real-life situations.
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使用速率方程在Instagram上建模三联动力
三合一分析是评价图的结构和稳定性的一种方便的方法。本文在Instagram子图上验证了一种通常被认为是瞬态和不稳定的三联体类型的稳定性,该三联体类型通过特定的爬行算法重构。这个三联跃迁的动力学已经被研究过了。三联结点的度和三联邻域的其他基本结构性质。结果表明,三元跃迁可以用2阶速率方程来建模,并且它与所考虑的任何因素都相当独立。一个完整的三元组动态模型可以进一步用于图进化预测,包括可能反过来影响现实生活情境的观点传播或群体形成等现象。
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