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SHIR competitive information diffusion model for online social media

机译:在线社交媒体的SHIR竞争信息传播模型

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摘要

In online social media, opinion divergences and differentiations generally exist as a result of individuals' extensive participation and personalization. In this paper, a Susceptible-Hesitated-Infected-Removed (SHIR) model is proposed to study the dynamics of competitive dual information diffusion. The proposed model extends the classical SIR model by adding hesitators as a neutralized state of dual information competition. It is both hesitators and stable spreaders that facilitate information dissemination. Researching on the impacts of diffusion parameters, it is found that the final density of stiflers increases monotonically as infection rate increases and removal rate decreases. And the advantage information with larger stable transition rate takes control of whole influence of dual information. The density of disadvantage information spreaders slightly grows with the increase of its stable transition rate, while whole spreaders of dual information and the relaxation time remain almost unchanged. Moreover, simulations imply that the final result of competition is closely related to the ratio of stable transition rates of dual information. If the stable transition rates of dual information are nearly the same, a slightly reduction of the smaller one brings out a significant disadvantage in its propagation coverage. Additionally, the relationship of the ratio of final stiflers versus the ratio of stable transition rates presents power characteristic. (C) 2016 Elsevier B.V. All rights reserved.
机译:在在线社交媒体中,由于个人的广泛参与和个性化,通常存在意见分歧和分歧。为了研究竞争性双重信息扩散的动力学,本文提出了一种敏感性-犹豫-感染-去除(SHIR)模型。所提出的模型通过添加犹豫者作为双重信息竞争的中立状态,从而扩展了经典的SIR模型。犹豫者和稳定的传播者都促进了信息的传播。研究扩散参数的影响,发现随着感染率的增加和清除率的降低,细线的最终密度单调增加。具有较大稳定转移率的优势信息控制了双重信息的整体影响。不利信息散布器的密度随其稳定过渡速率的增加而略有增加,而整个双重信息散布器和松弛时间几乎保持不变。而且,模拟表明竞争的最终结果与双重信息的稳定转移率之比密切相关。如果对偶信息的稳定转换率几乎相同,则较小的对偶信息的稍微减小会带来其传播覆盖范围的重大缺陷。另外,最终细化物的比率与稳定过渡速率的比率之间的关系呈现出功率特性。 (C)2016 Elsevier B.V.保留所有权利。

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