Multilayer Social Networks by Dickison, Mark E. -- Read -- Imperial Library of Trantor

Index

Half title Title Copyright Dedication Table of Contents List of Abbreviations 1 Moving Out of Flatland

1.1 Multiple Social Networks in Our Everyday Experience 1.2 An Introductory Example 1.3 Scope and Other Learning Resources 1.4 Outline of the Book 1.5 Acknowledgments

Part I Models and Measures

2 Representing Multilayer Social Networks

2.1 Terminology and Model 2.2 Related Models 2.3 Data Sets

3 Measuring Multilayer Social Networks

3.1 Four Main Approaches 3.2 Actor Measures 3.3 Layer Measures

Part II Mining Multilayer Networks

4 Data Collection and Preprocessing

4.1 Issues in Data Collection 4.2 Network Simplification

5 Visualizing Multilayer Networks

5.1 Four Main Approaches 5.2 Visualizing Multilayer Network Metrics 5.3 Visualizing Multilayer Network Structures 5.4 Augmented Networks: Structure + Measures 5.5 Simplified Network Visualization

6 Community Detection

6.1 Methods Based on Simplification 6.2 Combination of Single-Layer Communities 6.3 Multilayer Modularity Optimization 6.4 Multiple Actor Types 6.5 Community Interpretation, Evaluation, and Description

7 Edge Patterns

7.1 Edge Prediction 7.2 Layer Associativity

Part III Dynamical Processes

8 Formation of Multilayer Social Networks

8.1 General Properties for Social Network Formation 8.2 Single-Layer Network Formation 8.3 Multilayer Properties 8.4 Multilayer Formation Models

9 Information and Behavior Diffusion

9.1 Diffusion in Networks 9.2 Modeling Information Spreading 9.3 Opinion Formation and Behavior Adaptation

Part IV Conclusion

10 Future Directions

10.1 New Models and Measures 10.2 Multilayer Network Visualization 10.3 Communities and Other Groups 10.4 Formation, Diffusion, and Temporal Processes 10.5 Big Open Data

Glossary Bibliography Index