Social Network Information Propagation Model Based on Individual Behavior

来源 :中国通信 | 被引量 : 0次 | 上传用户:panda_chris
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
In this paper, we discuss building an information dissemination model based on individual behavior. We analyze the individual behavior related to information dissemination and the factors that affect the sharing behavior of individuals, and we define and quantify these factors. We consider these factors as characteristic attributes and use a Bayesian classifier to classify individuals. Considering the forwarding delay characteristics of information dissemination, we present a random time generation method that simulates the delay of information dissemination. Given time and other constraints, a user might not look at all the information that his/her friends published. Therefore, this paper proposes an algorithm to predict information visibility, i.e., it estimates the probability that an individual will see the information. Based on the classification of individual behavior and combined with our random time generation and information visibility prediction method, we propose an information dissemination model based on individual behavior. The model can be used to predict the scale and speed of information propagation. We use data sets from Sina Weibo to validate and analyze the prediction methods of the individual behavior and information dissemination model based on individual behavior. A previously proposedinformation dissemination model provides the foundation for a subsequent study on the evolution of the network and social network analysis. Predicting the scale and speed of information dissemination can also be used for public opinion monitoring. In this paper, we discuss building an information dissemination model based on individual behavior. We analyze the individual behavior related to information dissemination and the factors that affect that sharing behavior of individuals, and we define these quantify these factors. We consider these factors as characteristic attributes and use a Bayesian classifier to classify individuals. Considering the forwarding delay characteristics of information dissemination, we present a random time generation method that simulates the delay of information dissemination. Given time and other constraints, a user might not look at all the information that his / her friends published. Therefore, this paper proposes an algorithm to predict information visibility, ie, it estimates the probability that an individual will see the information. Based on the classification of individual behavior and combined with our random time generation and information visibility prediction method, we propose an informat ion dissemination model based on individual behavior. The model can be used to predict the scale and speed of information propagation. We use data sets from Sina Weibo to validate and analyze the prediction methods of the individual behavior and information dissemination model based on individual behavior. A previously proposed information for dissemination model provides the foundation for a subsequent study on the evolution of the network and social network analysis. Predicting the scale and speed of information dissemination can also be used for public opinion monitoring.
其他文献
目的了解5岁以下儿童急性呼吸道感染(Acute Respiratory Tract Infection,ARTI)中病毒感染状况,为临床提供相应的治疗和预防措施。方法在监测点医院采集确诊为ARTI的患儿咽拭
目的了解开封地区肉鸡产业链沙门菌的污染状况,确定肉鸡生产的污染环节,为制定预防控制措施提供科学依据。方法按照《全国食源性致病菌监测工作手册》中专项监测的采样和实验
2017年6月12日,2017中国雕塑企业创新高峰论坛暨2016年度“中国著名雕塑企业”“中国20强雕塑企业”授牌仪式在山东成功举行。活动由《雕塑》杂志社主办,山东华艺雕塑艺术股
目的 了解2008-2009年贵州省4起甲肝暴发疫情的病原及其基因型别,建立省内甲肝病毒流行株基因型基础资料.方法 采用酶联免疫吸附法(EHSA)检测血清中甲肝病毒IgM抗体(HAV-IgM)
该文从挂篮荷载计算、施工流程、支座及临时固结施工、挂篮安装及试验、合拢段施工、模板制作安装、钢筋安装、混凝土的浇筑及养生、测量监控等方面人手,介绍了S226海滨大桥
期刊
目的了解四川省城市孕妇对出生缺陷一级预防知识的掌握情况,为出生缺陷干预工作中宣传教育的服务方式和内容提供科学依据。方法利用因子分析方法从4个维度分析研究对象的孕前
经过40年的发展,我国轮胎工业规模快速增长.1978年,全国轮胎总产量仅为936万条斜交胎;1985年全钢子午胎产量只有26万条,1987年半钢子午胎产量仅57万条;到2017年,我国轮胎总产
期刊
产业金融创新联盟的成立,是行业落实习总书记金融回归本源、服务实体经济要求的关键步骤.联盟成立后的重点是要以联盟为纽带,围绕“产业+金融”,做实事、做成事、做大事.rn近
期刊
目的探讨辽西地区2002~2011年10年间喉癌发病状况及其趋势,为防治提供科学依据。方法收集,整理2002~2011年10年间辽西5市各医院喉癌病例及5市肿瘤登记资料中的喉癌发病资料,
目的 探讨冠心病患者白蛋白尿和血清尿酸水平的相关性,为其临床诊治提供可参考依据.方法 共纳入100例冠心病患者作为病例组,同时从门诊随机抽取100例健康人作为对照组,病例组