不确定环境中社交媒体广告信息扩散的动态模型

IF 3.1 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Meiling Jin, Yufu Ning, Fengming Liu, Zhen Li, Haoran Zheng, Yichang Gao, Jian Zhou
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引用次数: 0

摘要

在社交媒体环境中,广告(宣传)信息扩散能有效提高广告推广效果,促进产品营销。因此,研究社交媒体中的广告信息扩散机制十分必要。本研究旨在通过识别广告信息扩散行为背后的因果关系,阐明系统因素的反馈机制,进而通过仿真检验系统模型的有效性,帮助应对社交媒体广告信息扩散系统的复杂性和不确定性。具体而言,本研究创新性地将系统动力学与不确定性理论相结合,构建了广告信息扩散系统的动态模型。特别是考虑了环境噪声对广告信息扩散系统的不确定性影响,并将其描绘成一个刘过程。该研究可以更精确地探索广告信息的扩散机制,从而更好地服务于广告推广行业。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A dynamic model of social media ad information diffusion in uncertain environment

A dynamic model of social media ad information diffusion in uncertain environment

In the social media environment, ad (advertise) information diffusion can effectively increase the ad promotion effect and promote product marketing. Therefore, it is essential to study the mechanism of ad information diffusion in social media. This study aims to help cope with the complexity and uncertainty in social media ad information diffusion systems by identifying the causal relationships behind ad information diffusion behavior and clarifying the feedback mechanisms of system factors, and then testing the validity of the system model through simulation. Specifically, this study innovatively combines system dynamics and uncertainty theory to construct a dynamic model of ad information diffusion system. Particularly, the uncertainty effect of environmental noise on the ad information diffusion system is considered and portrayed as a Liu process. This study can explore the diffusion mechanism of ad information more precisely, so as to better serve the ad promotion industry.

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来源期刊
Soft Computing
Soft Computing 工程技术-计算机:跨学科应用
CiteScore
8.10
自引率
9.80%
发文量
927
审稿时长
7.3 months
期刊介绍: Soft Computing is dedicated to system solutions based on soft computing techniques. It provides rapid dissemination of important results in soft computing technologies, a fusion of research in evolutionary algorithms and genetic programming, neural science and neural net systems, fuzzy set theory and fuzzy systems, and chaos theory and chaotic systems. Soft Computing encourages the integration of soft computing techniques and tools into both everyday and advanced applications. By linking the ideas and techniques of soft computing with other disciplines, the journal serves as a unifying platform that fosters comparisons, extensions, and new applications. As a result, the journal is an international forum for all scientists and engineers engaged in research and development in this fast growing field.
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