Dynamic Social Network Modeling and Analysis

Ronald Breiger, Kathleen Carley, and Philippa Pattison, Editors, Comittee on Human Factors, National Research Council

• 1 Front Matter; 2 Part I: Workshop Summary; 3 Part II: Workshop Papers Opening Address: Emergent Themes in Social Network Analysis: Results, Challenges, Opportunities; 4 Session I: Social Network Theory Perspectives Finding Social Groups: A Meta-Analysis of the Southern Women Data; 5 Autonomy vs. Equivalence Within Market Network Structure; 6 Social Influence Network Theory: Toward a Science of Strategic Modification of Interpersonal Influence Systems; 7 Information and Innovation in a Networked World; 8 Session II: Dynamic Social Networks Informal Social Roles and the Evolution and Stability of Social Networks; 9 Dynamic Network Analysis; 10 Accounting for Degree Distribution in Empirical Analysis of Network Dynamics; 11 Polarization in Dynamic Networks: A Hopfield Model of Emergent Structure; 12 Local Rules and Global Properties: Modeling the Emergence of Network Structure; 13 Social Networks: Threat Networks and Threatened Networks; 14 Session III: Metrics and Models Sensitivity Analysis of Social Network Data and Methods: Some Preliminary Results; 15 Spectral Methods for Analyzing and Visualizing Networks: An Introduction; 16 Statistical Models for Social Networks: Inference and Degeneracy; 17 The Key Player Problem; 18 Balancing Efficiency and Vulnerability in Social Networks; 19 Data Mining on Large Graphs; 20 Session IV: Networked Worlds Data Mining in Social Networks; 21 Random Effects Models for Network Data; 22 Predictability of Large-Scale Spatially Embedded Networks; 23 Using Multi-Theoretical Multi-Level (MTML) Models to Study Adversarial Networks; 24 Identifying International Networks: Latent Spaces and Imputation; 25 Summary: Themes, Issues, and Applications Linking Capabilities to Needs; 26 Appendix A: Workshop Agenda; 27 Appendix B: Biographical Sketches