Wayne Zachary

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Wayne Zachary (often cited as S. Wayne Zachary) is best known for collecting and analyzing what is now famously called “Zachary’s Karate Club” dataset. Published in a 1977 paper titled “An Information Flow Model for Conflict and Fission in Small Groups” in the Journal of Anthropological Research, this dataset has become a classic benchmark in the field of social network analysis, especially for testing community-detection algorithms.


Beyond this work, publicly available information about Zachary’s broader biography or mathematical background is quite scarce. Most references to him focus on the significance of the Karate Club study rather than his personal or academic history. Consequently, he is primarily recognized for his influential contribution to network science through that single, but seminal, dataset.

Common Coauthors
Coauthor Papers Together
R. Wherry 1
Floyd Glenn 1
J. Hopson 1
Commonly Cited References
Action Title Year Authors # of times referenced
+ Community structure in social and biological networks 2002 Michelle Girvan
M. E. J. Newman
1
+ Structural equivalence of individuals in social networks 1971 François Lorrain
Harrison C. White
1
+ PDF Chat Statistical mechanics of community detection 2006 Juergen Reichardt
Stefan Bornholdt
1
+ PDF Chat Computing Communities in Large Networks Using Random Walks 2005 Pascal Pons
Matthieu Latapy
1
+ PDF Chat Community detection in graphs 2009 Santo Fortunato
1
+ PDF Chat Resolution limit in community detection 2006 Santo Fortunato
Marc Barthélemy
1
+ PDF Chat Fast unfolding of communities in large networks 2008 Vincent D. Blondel
Jean‐Loup Guillaume
Renaud Lambiotte
Etienne Lefebvre
1
+ PDF Chat Near linear time algorithm to detect community structures in large-scale networks 2007 Usha Nandini Raghavan
Réka Albert
Soundar Kumara
1
+ PDF Chat A tutorial on spectral clustering 2007 Ulrike von Luxburg
1
+ Adaptive Utility Assessment in Dynamic Decision Processes: An Experimental Evaluation of Decision Aiding 1977 Richard L. Weisbrod
Kent B. Davis
Amos Freedy
1
+ PDF Chat Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters 2009 Jure Leskovec
Kevin Lang
Anirban Dasgupta
Michael W. Mahoney
1
+ Modularity and community structure in networks 2006 M. E. J. Newman
1
+ PDF Chat A measure of betweenness centrality based on random walks 2005 M. E. J. Newman
1
+ PDF Chat A unified approach to mapping and clustering of bibliometric networks 2010 Ludo Waltman
Nees Jan van Eck
Ed Noyons
1
+ PDF Chat An Information Flow Model for Conflict and Fission in Small Groups 1977 Wayne Zachary
1