目录 前言/001 第1章 绪论 1.1 社会治理的数字化转型/002 1.2 社会网络风险的多维度分析/007 1.3 社会网络智能化风险感知与治理策略/010 1.4 舆情动态与社会网络的时代挑战/019 1.5 社会网络舆情研究前沿/022 1.6 社会网络的结构与治理机制/024 1.7 知识管理与社会网络舆情管理/030 1.8 社会网络中的信息挖掘/043 1.9 知识图谱与网络舆情/048 第一篇 舆情早期识别与数字社会监测 第2章 数字社会的社会网络结构解析 2.1 社会网络与社会结构理论/054 2.2 连接模式与社交动态:社会网络特性解读/058 2.3 关系网络与紧密程度:社会网络中的关联密度分析/064 2.4 行为模式与社会影响:社会网络中的用户行为/069 第3章 数字社会监测中的文本分析与舆情识别 3.1 早期舆情监测的文本分析方法/076 3.2 早期舆情文本风格识别与分析/087 3.3 早期舆情文本情绪识别与分析/098 3.4 人工智能生成内容与舆论生态/109 第4章 知识图谱赋能数字社会舆情早期识别 4.1 舆情知识图谱的构建方法/129 4.2 舆情知识图谱前沿与发展趋势/133 4.3 从早期舆情挖掘到舆情知识图谱/140 4.4 舆情知识图谱实例分析/158 第二篇 舆情溯源与舆情社区分析 第5章 社会网络中的用户社区与结构溯源 5.1 社会网络中的用户身份识别/170 5.2 社会网络中社区发现的策略与方法/201 5.3 探寻社区:非重叠与重叠社区的识别/205 5.4 社区动态扩展与整合方法/213 第6章 面向广域文本分析的舆情内容溯源 6.1 形似字在舆情分析与管理中的角色/223 6.2 舆情文本细粒度实体表示:中文偏旁部首知识图谱构建/227 6.3 实体相似度在中文舆情分析中的案例研究/231 6.4 敏感词检测应用:构建形似字与谐音字的知识图谱/236 第7章 社会网络舆情知识图谱溯源推理 7.1 事理图谱与舆情分析/239 7.2 构建舆情推理相关的事理图谱/240 7.3 事件事理图谱的时空线索挖掘/245 7.4 舆情事件推理及演化分析/248 7.5 舆情事件的事理图谱分析方法/250 第三篇 舆情动态趋势分析与预测 第8章 社会网络中的舆情传播模式 8.1 舆情传播研究的理论背景/255 8.2 构建有效的舆情传播模型/260 8.3 舆情传播的宏观模型/271 8.4 社会结构与舆情传播的用户互动/273 8.5 社会网络管理中的舆情:策略与案例/280 第9章 社会网络动态与舆情社区演化 9.1 面向拓扑结构增强学习的舆情溯源研究/289 9.2 基于元路径图表示学习的舆情传播研究/293 9.3 基于特征感知图的舆情关键局部链条发现研究/296 9.4 基于大规模社会网络群组的舆情热度互融研究/299 第10章 知识图谱增强的数字社会舆情趋势预测 10.1 舆情知识图谱趋势监测/304 10.2 舆情知识图谱危机预警/309 10.3 舆情知识图谱趋势的影响力分析/312 10.4 舆情知识图谱趋势数据融合/313 10.5 智能化舆情知识图谱响应/318 第四篇 系统集成与舆情管理实践 第11章 舆情数据分析系统与决策支持 11.1 舆情数据分析系统的重要应用/323 11.2 舆情安全大数据的关键特征分析/324 11.3 舆情数据分析及应对策略/327 11.4 舆情安全大数据存储与融合/333 11.5 社会网络舆情管理系统应用实例/339 11.6 舆情数据分析与管理的未来/340 第12章 舆情管理的大数据技术应用 12.1 大数据与舆情管理的融合/344 12.2 舆情管理中的图谱构建方法/346 12.3 敏感信息大数据图谱分析与推理/349 12.4 大数据舆情主题图谱的管理策略/353 12.5 舆情知识图谱的更新与推理/355 12.6 大数据驱动的舆情管理应用/357 12.7 某市大数据应用发展管理局的实践案例/361 第13章 舆情管理实践展望 13.1 理论回顾与实践应用总结/365 13.2 未来研究方向与对策建议/375 参考文献/380 索 引/402 Preface/001 CHAPTER 1 INTRODUCTION 1.1 Digital Transformation of Social Governance/002 1.2 Multidimensional Analysis of Social Network Risks/007 1.3 Social Network Intelligent Risk Perception and Governance Strategies/010 1.4 Public Opinion Dynamics and the Challenges of the Social Network Era/019 1.5 Frontiers of Social Network Public Opinion Research/022 1.6 Structure and Governance Mechanism of Social Networks/024 1.7 Knowledge Management and Social Network Public Opinion Management/030 1.8 Information Mining in Social Networks/043 1.9 Knowledge Graph and Online Public Opinion/048 PART 1 EARLY IDENTIFICATION OF PUBLIC OPINION AND MONITORING OF DIGITAL SOCIETY CHAPTER 2 ANALYSIS OF SOCIAL NETWORK STRUCTURE IN DIGITAL SOCIETY 2.1 Social Network and Social Structure Theory/054 2.2 Connection Patterns and Social Dynamics: Interpretation of Social Network Characteristics/058 2.3 Relationship Network and Tightness: Analysis of Association Density in Social Networks/064 2.4 Behavioral Patterns and Social Influence: User Behavior in Social Networks/069 CHAPTER 3 TEXT ANALYSIS AND PUBLIC OPINION RECOGNITION IN DIGITAL SOCIETY MONITORING 3.1 Text Analysis Methods for Early Public Opinion Monitoring/076 3.2 Recognition and Analysis of Early Public Opinion Text Style/087 3.3 Recognition and Analysis of Early Public Opinion Text Emotion /098 3.4 Artificial Intelligence Generated Content and Public Opinion Ecology/109 CHAPTER 4 KNOWLEDGE GRAPH EMPOWERS EARLY IDENTIFICATION OF DIGITAL SOCIAL PUBLIC OPINION 4.1 Construction Method of Public Opinion Knowledge Graph/129 4.2 Frontiers and Development Trends of Public Opinion Knowledge Graph/133 4.3 From Early Public Opinion Mining to Public Opinion Knowledge Graph/140 4.4 Analysis of Public Opinion Knowledge Graph Examples/158 PART 2 TRACEABILITY OF PUBLIC OPINION AND ANALYSIS OF PUBLIC OPINION COMMUNITIES CHAPTER 5 USER COMMUNITIES AND STRUCTURE TRACEABILITY IN SOCIAL NETWORKS 5.1 User Identification in Social Networks/170 5.2 Strategies and Methods for Community Discovery in Social Networks/201 5.3 Exploring Communities: Identification of Nonoverlapping and Overlapping Communities/205 5.4 Community Dynamic Expansion and Integration Methods/213 CHAPTER 6 CONTENT TRACEABILITY OF PUBLIC OPINION FOR WIDE-AREA TEXT ANALYSIS 6.1 Role of Similar Characters in Public Opinion Analysis and Management/223 6.2 Fine-Grained Entity Representation of Public Opinion Text: Construction of Chinese Radical Knowledge Graph/227 6.3 Case Study on Entity Similarity in Chinese Public Opinion Analysis/231 6.4 Detection Application of Sensitive Words: Constructing a Knowledge Graph of Similar and Homophonic Words/236 CHAPTER 7 TRACING AND REASONING OF SOCIAL NETWORK PUBLIC OPINION KNOWLEDGE GRAPH 7.1 Reasoning Graph and Public Opinion Analysis/239 7.2 Building a Reasoning Graph Related to Public Opinion Inference/240 7.3 Spatiotemporal Clue Mining of Event Reasoning Graph/245 7.4 Reasoning and Evolution Analysis of Public Opinion Events/248 7.5 Methods for Analyzing the Reasoning Graph of Public Opinion Events/250 PART 3 ANALYSIS AND PREDICTION OF DYNAMIC TRENDS IN PUBLIC OPINION CHAPTER 8 PUBLIC OPINION COMMUNICATION MODELS IN SOCIAL NETWORKS 8.1 Theoretical Background of Public Opinion Dissemination Research/255 8.2 Building Effective Public Opinion Dissemination Models/260 8.3 Macro Model of Public Opinion Dissemination/271 8.4 User Interaction in Social Structure and Public Opinion Dissemination/273 8.5 Public Opinion in Social Network Management: Strategies and Cases/280 CHAPTER 9 SOCIAL NETWORK DYNAMICS AND PUBLIC OPINION COMMUNITY EVOLUTION 9.1 Research on Public Opinion Traceability for Topological Structure Enhancement Learning/289 9.2 Research on Public Opinion Propagation Based on Meta Path Graph Representation Learning/293 9.3 Research on Key Local Chain Discovery of Public Opinion Based on Feature Perception Graph/296 9.4 Research on the Integration of Public Opinion Heat Based on Large Scale Social Network Groups/299 CHAPTER 10 PREDICTION OF DIGITAL SOCIETY PUBLIC OPINION TRENDS ENHANCED BY KNOWLEDGE GRAPH 10.1 Trend Monitoring of Public Opinion Knowledge Graph/304 10.2 Crisis Warning of Public Opinion Knowledge Graph/309 10.3 Analysis of Trend Influence of Public Opinion Knowledge Graph/312 10.4 Trend Data Fusion of Public Opinion Knowledge Graph/313 10.5 Response of Intelligent Public Opinion Knowledge Graph/318 PART 4 SYSTEM INTEGRATION AND PUBLIC OPINION MANAGEMENT PRACTICE CHAPTER 11 PUBLIC OPINION DATA ANALYSIS SYSTEM AND DECISION SUPPORT 11.1 Important Applications of Public Opinion Data Analysis System/323 11.2 Key Characteristics Analysis of Public Opinion Security Big Data/324 11.3 Public Opinion Data Analysis and Response Strategies/327 11.4 Public Opinion Security Big Data Storage and Fusion/333 11.5 Application Examples of Social Network Public Opinion Management System/339 11.6 Future of Public Opinion Data Analysis and Management/340 CHAPTER 12 APPLICATION OF BIG DATA TECHNOLOGY TO PUBLIC OPINION MANAGEMENT 12.1 Fusion of Big Data and Public Opinion Management/344 12.2 Graph Formulation Method in Public Opinion Management/346 12.3 Analysis and Reasoning of Sensitive Information Big Data Graph/349 12.4 Management Strategy for Big Data Public Opinion Theme Map/353 12.5 Updating and Reasoning of Public Opinion Knowledge Graph/355 12.6 Big Data-Driven Public Opinion Management Application/357 12.7 A Practical Case from the Big Data Application Development and Management Bureau in a City/361 CHAPTER 13 PROSPECTS FOR PUBLIC OPINION MANAGEMENT PRACTICE 13.1 Theoretical Review and Practical Application Summary/365 13.2 Future Research Directions and Policy Suggestions/375 REFERENCES/380 INDEX/402