Multilayer Social Networks
豆瓣
Mark E. Dickison / Matteo Magnani …
简介
Multilayer networks, in particular multilayer social networks, where users belong to and interact on different networks at the same time, are an active research area in social network analysis, computer science, and physics. These networks have traditionally been studied within these separate research communities, leading to the development of several independent models and methods to deal with the same set of problems. This book unifies and consolidates existing practical and theoretical knowledge on multilayer networks including data collection and analysis, modeling, and mining of multilayer social network systems, the evolution of interconnected social networks, and dynamic processes such as information spreading. A single real dataset is used to illustrate the concepts presented throughout the book, demonstrating both the practical utility and the potential shortcomings of the various methods. Researchers from all areas of network analysis will learn new aspects and future directions of this emerging field.
目录
Representing Multilayer Social Networks
15
Measuring Multilayer Social Networks
38
Data Collection and Preprocessing
67
Visualizing Multilayer Networks
79
Community Detection
96
Edge Patterns
119
Formation of Multilayer Social Networks
133
Information and Behavior Diffusion
149
Future Directions
169
Glossary
179
Index
201
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