在线社交网络分析(Online Social Network Analysis)电子书

版权页

前言

Chapter 1 Introduction

1.1 Social Network and Its Development

1.2 Development of Online Social Networks

1.3 Background and Significance of Online Social Network Analysis

1.4 Scientific Questions of Online Social Network Analysis

1.5 Organization of This Book

References

Chapter Social Network Structure Analysis and Modeling

2.1 Introduction

2.2 Examples

2.3 Statistical Characteristics of Social Network

2.4 Social Networking Characteristics Analysis

2.5 Social Network Structure Modeling and Generation

2.6 Summary

References

Chapter 3 Technologies and Approaches for Virtual Community Detection

3.1 Introduction

3.2 Theoretical Basis of Virtual Community Detection Technology

3.3 Static Calculation Detection Algorithms for Virtual Communities

3.4 Dynamic Calculation Detection Algorithms for Virtual Communities

3.5 Summary

References

Chapter 4 Evolution Analysis of Virtual Communities

4.1 Introduction

4.2 Merging of Virtual Communities

4.3 Evolution of Virtual Communities

4.4 Detection of Evolving Virtual Communities

4.5 Summary

References

Chapter 5 Analysis of User Behavior

5.1 Introduction

5.2 Online Social Network User Adoption and Loyalty

5.3 Individual Usage Behavior

5.4 Group Interaction Behavior

5.5 Summary

References

Chapter 6 Social Network Sentiment Analysis

6.1 Introduction

6.2 Sentiment Analysis Techniques

6.3 Social Network Sentiment Analysis Techniques

6.4 Extension and Transformation of Sentiment Analysis Technique

6.5 Summary

References

Chapter 7 Influence Analysis and Its Technologies

7.1 Introduction

7.2 Influence Strength Calculation

7.3 Identification of Influentials

7.4 Summary

References

Chapter 8 Collective Aggregation and the Influence Mechanisms

8.1 Introduction

8.2 Mechanisms Engendering Collective Intelligence

8.3 Mechanisms Engendering Group Polarization

8.4 Summary

References

Chapter 9 Information Retrieval in Social Networks

9.1 Introduction

9.2 Content Search in Social Network

9.3 Content Classification

9.4 Social Network Recommendation

9.5 Summary

References

Chapter 10 The Rules of Information Diffusion in Social Networks

10.1 Introduction

10.2 Influencing Factors Related to Information Diffusion in Social Networks

10.3 Diffusion Model Based on Network Structure

10.4 Diffusion Model Based on the States of Groups

10.5 Diffusion Model Based on Information Characteristics

10.6 Popularity Prediction Method

10.7 Information Source Location

10.8 Summary

References

Chapter 11 Topic Discovery and Evolution

11.1 Introduction

11.2 Models and Algorithms of Topic Discovery

11.3 Models and Algorithms of Topic Evolution

11.4 Summary

Appendix

References

Chapter 12 Algorithms of Influence Maximization

12.1 Introduction

12.2 Basic Concepts and Theory Basis

12.3 Metrics of Influence Maximization

12.4 Classification of Influence Maximization Algorithms

12.5 Greedy Algorithm of Influence Maximization

12.6 Heuristic Algorithms of Influence Maximization

12.7 Extension and Deformation of Influence Maximization

12.8 Summary

References