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Index
Cover Page
Title Page
Copyright Page
Dedication
Contents
Preface
Part I Background and Fundamentals of Network Analysis
Chapter 1 Introduction
1.1 Why Model Networks?
1.2 A Set of Examples
1.3 Exercises
Chapter 2 Representing and Measuring Networks
2.1 Representing Networks
2.2 Some Summary Statistics and Characteristics of Networks
2.3 Appendix: Basic Graph Theory
2.4 Appendix: Eigenvectors and Eigenvalues
2.5 Exercises
Chapter 3 Empirical Background on Social and Economic Networks
3.1 The Prevalence of Social Networks
3.2 Observations on the Structure of Networks
Part II Models of Network Formation
Chapter 4 Random-Graph Models of Networks
4.1 Static Random-Graph Models of Random Networks
4.2 Properties of Random Network
4.3 An Application: Contagion and Diffusion
4.4 Distribution of Component Sizes
4.5 Appendix: Useful Facts, Tools, and Theorems
4.6 Exercises
Chapter 5 Growing Random Networks
5.1 Uniform Randomness: An Exponential Degree Distribution
5.2 Preferential Attachment
5.3 Hybrid Models
5.4 Small Worlds, Clustering, and Assortativitys
5.5 Exercises
Chapter 6 Strategic Network Formation
6.1 Pairwise Stability
6.2 Efficient Networks
6.3 Distance-Based Utility
6.4 A Coauthor Model and Negative Externalities
6.5 Small Worlds in an Islands-Connections Model
6.6 A General Tension between Stability and Efficiency
6.7 Exercises
Part III Implications of Network Structure
Chapter 7 Diffusion through Networks
7.1 Background: The Bass Model
7.2 Spread of Information and Disease
7.3 Search and Navigation on Networks
7.4 Exercises
Chapter 8 Learning and Networks
8.1 Early Theory and Opinion Leaders
8.2 Bayesian and Observational Learning
8.3 Imitation and Social Influence Models: The DeGroot Model
Chapter 9 Decisions, Behavior, and Games on Networks
9.1 Decisions and Social Interaction
9.2 Graphical Games
9.3 Semi-Anonymous Graphical Games
9.4 Randomly Chosen Neighbors and Network Games
9.5 Richer Action Spaces
9.6 Dynamic Behavior and Contagion
9.7 Multiple Equilibria and Diffusion in Network Games
9.8 Computing Equilibria
9.9 Appendix: A Primer on Noncooperative Game Theory
9.10 Exercises
Part IV Methods, Tools, and Empirical Analyses
Chapter 10 Networked Markets
10.1 Social Embeddedness of Markets and Exchange
10.2 Networks in Labor Markets
10.3 Models of Networked Markets
10.4 Concluding Remarks
10.5 Exercises
Chapter 11 Game-Theoretic Modeling of Network Formation
11.1 Defining Stability and Equilibrium
11.2 The Existence of Stable Networks
11.3 Directed Networks
11.4 Stochastic Strategic Models of Network Formation
11.5 Farsighted Network Formation
11.6 Transfers and Network Formation
11.7 Weighted Network Formation
11.8 Agent-Based Modeling
11.9 Exercises
Chapter 12 Allocation Rules, Networks, and Cooperative Games
12.1 Cooperative Game Theory
12.2 Communication Games
12.3 Networks and Allocation Rules
12.4 Allocation Rules When Networks Are Formed
12.5 Concluding Remarks
12.6 Exercisess
Chapter 13 Observing and Measuring Social Interaction
13.1 Specification and Identification
13.2 Community Structures, Block Models, and Latent Spaces
13.3 Exercises
Afterword
Bibliography
Index
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