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基于情感和亲密度的社交网络舆情传播模型研究 被引量:11

Research on Public Opinion Transmission Model of Social Network Based on Emotion and Intimacy
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摘要 【目的/意义】解析不同情感倾向的传播差异性、不同类型好友关系及社交网络平台的传播效果,挖掘舆情传播过程中的情感倾向、亲密度及初始传播者属性等影响因素,继而对社交网络平台的舆情扩散进行针对性的疏导和有效控制。【方法/过程】在传染病SIR模型基础上,引入了情绪感染理论,构建了含有情感倾向的传播状态,并考虑好友间强弱关系的传播差异性,引入亲密度因素动态地设计了传播互动过程。结合加权无标度网络拓扑结构的设计,最后对改进模型的影响因素进行对比分析。【结果/结论】结合情感和亲密度所构建的社交网络舆情传播模型更贴合真实舆情的传播过程,根据各影响因素的参数调整和分析提出更具针对性的舆情疏导和控制建议。【创新/局限】本文将情感因素和用户关系亲密度引入舆情传播,重点考虑了好友间情感信息的交互作用和对传播的影响,但现实传播环境十分复杂,关于舆情传播环境及其影响因素仍是未来研究工作的重点研究方向。 【Purpose/significance】This paper analyzes the communication differences of different emotional tendencies, different types of friend relationships and the communication effects of social network platforms, and explores the influence factors such as emotional tendencies, intimacy and the attributes of initial disseminators in the communication process of public opinions, so as to conduct targeted guidance and effective control of the diffusion of public opinions on social network platforms.【Method/process】Based on the SIR model of infectious disease, this paper introduces the theory of emotional infection, constructs the transmission state with emotional tendency, and considers the transmission difference of strong and weak relationship between friends, and introduces the intimacy factor to dynamically design the interactive process of transmission. Combined with the design of weighted scale-free network topology,the influence factors of the improved model are compared and analyzed.【Result/conclusion】The social network platform public opinion communication model built by combining emotion and intimacy is more consistent with the real public opinion communication process, and more targeted public opinion guidance and control Suggestions are proposed according to the parameter adjustment and analysis of various influencing factors.【Innovation/limitation】Emotional factors and user relationship intimacy are introduced into the communication of public opinion in this paper, and the interaction of emotional information among friends and its influence on the communication are mainly considered. However, the reality communication environment is very complex, and the communication environment of public opinion and its influencing factors are still the key research direction of future research.
作者 魏静 丁乐蓉 朱恒民 洪小娟 林萍 WEI Jing;DING Le-rong;ZHU Heng-min;HONG Xiao-juan;LIN Ping(Department of Management,Nanjing University of Posts&Telecommunications,Nanjing 2100032,China;Jiangsu University Philosophy and Social Science Key Research Base:Information Industry Integration Innovation and Emergency Management Research Center,Nanjing 2100032,China)
出处 《情报科学》 CSSCI 北大核心 2021年第4期37-46,共10页 Information Science
基金 国家自然科学基金资助项目“基于阈值的群体事件互联网舆情传递链路预测及监控机制研究”(71704085) 国家自然科学基金资助项目“基于主路径网络的舆情传播态势预测与干预研究——以社会化媒体中舆情为对象”(71874088) 教育部人文社会科学基金资助项目“链路预测视角下的互联网舆情群体事件预警机制研究”(17YJA870021) 江苏省社科基金项目“大数据时代基于话题演化视角的网络舆情监控与应对路径研究”(15TQB004)。
关键词 情感倾向 亲密度 SIR模型 舆情传播 社交网络舆情 emotional tendency intimacy SIR model public opinion transmission social network public opinion
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