首页 | 本学科首页   官方微博 | 高级检索  
     检索      

基于事理图谱的突发事件网络舆情演化模型构建
引用本文:于凯,杨富义.基于事理图谱的突发事件网络舆情演化模型构建[J].上海理工大学学报,2023,45(1):27-35.
作者姓名:于凯  杨富义
作者单位:新疆财经大学 信息管理学院 乌鲁木齐 830012;新疆财经大学 公共管理学院 乌鲁木齐 830012
基金项目:国家自然科学基金资助项目(72264036,72164034);新疆维吾尔自治区社科基金资助项目(21BTQ162);新疆维吾尔自治区自然科学基金资助项目(2019D01A22);河南省自然科学基金青年基金资助项目(202300410301);新疆财经大学研究生科研创新项目(XJUFE2022K43)
摘    要:通过构建突发事件网络舆情事理图谱,揭示舆情事件之间的逻辑关联与演化路径,为突发事件的分析与应对提供参考。首先,基于规则模板提取突发事件网络舆情中的事件逻辑关系,构建事理图谱。其次,将事件向量化表示后进行泛化处理,采用K-Means++算法对相似事件进行聚类和抽象以构建网络舆情抽象事理图谱,最后在此基础上对目标事件进行推演和预测。结果表明:突发事件事理图谱中的事件关系类型主要为因果、并列和顺承关系,大部分事件的逻辑链条较短,且与其他事件无明显关联;构建突发事件事理图谱有利于分析事件的演化脉络、把握关键事件节点并预测事件发展方向。

关 键 词:突发事件  网络舆情  事理图谱  演化路径  规则模板
收稿时间:2023/1/2 0:00:00

Construction of an evolution model of emergency network public opinion based on event knowledge graph
YU Kai,YANG Fuyi.Construction of an evolution model of emergency network public opinion based on event knowledge graph[J].Journal of University of Shanghai For Science and Technology,2023,45(1):27-35.
Authors:YU Kai  YANG Fuyi
Institution:School of Information Management, Xinjiang University of Finance and Economics, Urumqi 830012, China;School of Public Administration, Xinjiang University of Finance and Economics, Urumqi 830012, China
Abstract:The event knowledge graph of emergency was constructed to reveal the logical correlation and evolution path between public opinion events, and provide reference for emergency analysis and response. Firstly, based on the rule template, the logical relationship of events in the network public opinion of emergencies was extracted, and the event knowledge graph was constructed. Secondly, the events were vectorized and generalized, and the K-Means++ algorithm was used to cluster and abstract similar events to build an abstract event knowledge graph of network public opinion. Finally, the target events were deduced and predicted on this basis. The results show that the types of event relations in the emergency event knowledge graph are mainly causality, coordination and sequence, and most of the events have short logical chains and no obvious correlation with other events; The construction of the emergency event knowledge graph is conducive to analyzing the evolution of the emergency, grasping the key event nodes and predicting the development direction of the events.
Keywords:emergency  network public opinion  event knowledge graph  evolutionary path  rule template
点击此处可从《上海理工大学学报》浏览原始摘要信息
点击此处可从《上海理工大学学报》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号