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Preface/Foreword | |
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Origins | |
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What Is Network Science? | |
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A Brief History of Network Science | |
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General Principles | |
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Graphs | |
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Set-Theoretic Definition of a Graph | |
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Matrix Algebra Definition of a Graph | |
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The Bridges of Köet;nigsberg Graph | |
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Spectral Properties of Graphs | |
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Types of Graphs | |
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Topological Structure | |
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Graphs in Software | |
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Exercises | |
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Regular Networks | |
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Diameter, Centrality, and Average Path Length | |
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Binary Tree Network | |
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Toroidal Network | |
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Hypercube Networks | |
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Exercises | |
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Random Networks | |
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Generation of Random Networks | |
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Degree Distribution of Random Networks | |
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Entropy of Random Networks | |
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Properties of Random Networks | |
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Weak Ties in Random Networks | |
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Randomization of Regular Networks | |
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Analysis | |
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Exercises | |
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Small-World Networks | |
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Generating a Small-World Network | |
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Properties of Small-World Networks | |
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Phase Transition | |
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Navigating Small Worlds | |
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Weak Ties in Small-World Networks | |
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Analysis | |
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Exercises | |
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Scale-Free Networks | |
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Generating a Scale-Free Network | |
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Properties of Scale-Free Networks | |
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Navigation in Scale-Free Networks | |
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Analysis | |
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Exercises | |
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Emergence | |
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What is Network Emergence? | |
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Emergence in the Sciences | |
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Genetic Evolution | |
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Designer Networks | |
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Permutation Network Emergence | |
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An Application of Emergence | |
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Exercises | |
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Epidemics | |
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Epidemic Models | |
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Persistent Epidemics in Networks | |
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Network Epidemic Simulation Software | |
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Countermeasures | |
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Exercises | |
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Synchrony | |
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To Sync or Not to Sync | |
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A Cricket Social Network | |
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Kirchhoff Networks | |
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Pointville Electric Power Grid | |
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Exercises | |
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Influence Networks | |
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Anatomy of Buzz | |
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Power in Social Networks | |
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Conflict in I-Nets | |
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Command Hierarchies | |
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Emergent Power in I-Nets | |
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Exercises | |
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Vulnerability | |
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Network Risk | |
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Critical Node Analysis | |
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Game Theory Considerations | |
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The General Attacker-Defender Network Risk Problem | |
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Critical Link Analysis | |
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Stability Resilience in Kirchhoff Networks | |
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Exercises | |
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NetGain | |
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Classical Diffusion Equations | |
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Multiproduct Networks | |
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Java Method for Netgain Emergence | |
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Nascent Market Networks | |
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Creative Destruction Networks | |
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Merger and Acquisition Networks | |
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Exercises | |
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Biology | |
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Static Models | |
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Dynamic Analysis | |
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Protein Expression Networks | |
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Mass Kinetics Modeling | |
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Exercises | |
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Bibliography | |
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About the Author | |
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Index | |