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4 - Exploratory Network Analysis

Published online by Cambridge University Press:  06 April 2023

Tom Brughmans
Affiliation:
Aarhus Universitet, Denmark
Matthew A. Peeples
Affiliation:
Arizona State University
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Summary

How dense is the network? What are the most centrally positioned nodes in the network? How long on average is a path through the network? Are there any cliques or communities in the network and which nodes are included? How does my network compare to other similarly defined networks in terms of local or global properties? These are the kinds of questions exploratory network methods can be used to answer.

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Chapter
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Publisher: Cambridge University Press
Print publication year: 2023

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References

Further Reading

The following references have more exploratory network analysis methods than covered here.

The above reference works have extensive sections on all topics covered in this chapter. In addition, the following subject-specific review publications can be consulted for centrality, community detection, small-world, and scale-free network structures.

Brandes, Ulrik, and Erlebach, Thomas 2005 Network Analysis: Methodological Foundations. Springer, Berlin.Google Scholar
Carrington, Peter J., Scott, John, Wasserman, Stanley, and Faust, Katherine 2005. Models and Methods in Social Network Analysis. Cambridge University Press, Cambridge.CrossRefGoogle Scholar
de Nooy, Wouter, Mrvar, Andrej, and Batagelj, Vladimir 2018 Exploratory Social Network Analysis with Pajek: Revised and Expanded Edition for Updated Software. 3rd ed. Cambridge University Press, New York.Google Scholar
Estrada, Ernesto 2012 The Structure of Complex Networks: Theory and Applications. Oxford University Press, Oxford.Google Scholar
Newman, Mark 2010 Networks: An Introduction. Oxford University Press, Oxford.Google Scholar
Wasserman, Stanley, and Faust, Katherine 1994 Social Network Analysis: Methods and Applications. Cambridge University Press, Cambridge.Google Scholar
Albert, Réka, and Barabási, Albert-László 2002 Statistical Mechanics of Complex Networks. Reviews of Modern Physics 74:4797.CrossRefGoogle Scholar
Borgatti, Stephen. P. 2005 Centrality and Network Flows. Social Networks 27(1):5571.Google Scholar
Fortunato, Santo 2010 Community Detection in Graphs. Physics Reports 486:75174.CrossRefGoogle Scholar
Frank, Kenneth A. 1995 Identifying Cohesive Subgroups. Social Networks 17:2756.Google Scholar
Freeman, Linton C. 1979 Centrality in Social Networks. I. Conceptual Clarification. Social Networks 1:215239.CrossRefGoogle Scholar
Brandes, Ulrik, and Erlebach, Thomas 2005 Network Analysis: Methodological Foundations. Springer, Berlin.Google Scholar
Carrington, Peter J., Scott, John, Wasserman, Stanley, and Faust, Katherine 2005. Models and Methods in Social Network Analysis. Cambridge University Press, Cambridge.CrossRefGoogle Scholar
de Nooy, Wouter, Mrvar, Andrej, and Batagelj, Vladimir 2018 Exploratory Social Network Analysis with Pajek: Revised and Expanded Edition for Updated Software. 3rd ed. Cambridge University Press, New York.Google Scholar
Estrada, Ernesto 2012 The Structure of Complex Networks: Theory and Applications. Oxford University Press, Oxford.Google Scholar
Newman, Mark 2010 Networks: An Introduction. Oxford University Press, Oxford.Google Scholar
Wasserman, Stanley, and Faust, Katherine 1994 Social Network Analysis: Methods and Applications. Cambridge University Press, Cambridge.Google Scholar
Albert, Réka, and Barabási, Albert-László 2002 Statistical Mechanics of Complex Networks. Reviews of Modern Physics 74:4797.CrossRefGoogle Scholar
Borgatti, Stephen. P. 2005 Centrality and Network Flows. Social Networks 27(1):5571.Google Scholar
Fortunato, Santo 2010 Community Detection in Graphs. Physics Reports 486:75174.CrossRefGoogle Scholar
Frank, Kenneth A. 1995 Identifying Cohesive Subgroups. Social Networks 17:2756.Google Scholar
Freeman, Linton C. 1979 Centrality in Social Networks. I. Conceptual Clarification. Social Networks 1:215239.CrossRefGoogle Scholar
Brandes, Ulrik, and Erlebach, Thomas 2005 Network Analysis: Methodological Foundations. Springer, Berlin.Google Scholar
Carrington, Peter J., Scott, John, Wasserman, Stanley, and Faust, Katherine 2005. Models and Methods in Social Network Analysis. Cambridge University Press, Cambridge.CrossRefGoogle Scholar
de Nooy, Wouter, Mrvar, Andrej, and Batagelj, Vladimir 2018 Exploratory Social Network Analysis with Pajek: Revised and Expanded Edition for Updated Software. 3rd ed. Cambridge University Press, New York.Google Scholar
Estrada, Ernesto 2012 The Structure of Complex Networks: Theory and Applications. Oxford University Press, Oxford.Google Scholar
Newman, Mark 2010 Networks: An Introduction. Oxford University Press, Oxford.Google Scholar
Wasserman, Stanley, and Faust, Katherine 1994 Social Network Analysis: Methods and Applications. Cambridge University Press, Cambridge.Google Scholar
Albert, Réka, and Barabási, Albert-László 2002 Statistical Mechanics of Complex Networks. Reviews of Modern Physics 74:4797.CrossRefGoogle Scholar
Borgatti, Stephen. P. 2005 Centrality and Network Flows. Social Networks 27(1):5571.Google Scholar
Fortunato, Santo 2010 Community Detection in Graphs. Physics Reports 486:75174.CrossRefGoogle Scholar
Frank, Kenneth A. 1995 Identifying Cohesive Subgroups. Social Networks 17:2756.Google Scholar
Freeman, Linton C. 1979 Centrality in Social Networks. I. Conceptual Clarification. Social Networks 1:215239.CrossRefGoogle Scholar

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