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Network Science with Python and NetworkX Quick Start Guide

You're reading from   Network Science with Python and NetworkX Quick Start Guide Explore and visualize network data effectively

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Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781789955316
Length 190 pages
Edition 1st Edition
Languages
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Author (1):
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Edward L. Platt Edward L. Platt
Author Profile Icon Edward L. Platt
Edward L. Platt
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Table of Contents (15) Chapters Close

Preface 1. What is a Network? FREE CHAPTER 2. Working with Networks in NetworkX 3. From Data to Networks 4. Affiliation Networks 5. The Small Scale - Nodes and Centrality 6. The Big Picture - Describing Networks 7. In-Between - Communities 8. Social Networks and Going Viral 9. Simulation and Analysis 10. Networks in Space and Time 11. Visualization 12. Conclusion 13. Other Books You May Enjoy Appendix

Summary

This chapter has shown us how simulations can be used to better understand both the processes that create network structure and the processes that are influenced by network structure. The Watts-Strogatz model creates small-world networks by adding random shortcuts to a highly-clustered ring network. Preferential attachment creates heavy-tailed, scale-free networks, where a few nodes have most of the connections. Configuration models are used to construct synthetic networks with properties similar to real networks. Finally, this chapter showed how agent-based modeling can be used to simulate a social learning process occurring on an existing network structure. In the next chapter, you'll learn about working with data that represents objects in space or time.

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