Centrality analysis for modified lattices
Paton, Martin and Akartunali, Kerem and Higham, Desmond J. (2017) Centrality analysis for modified lattices. SIAM Journal on Matrix Analysis and Applications, 38 (3). 1055–1073. ISSN 0895-4798 (https://doi.org/10.1137/17M1114247)
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Abstract
We derive new, exact expressions for network centrality vectors associated with classical Watts-Strogatz style "ring plus shortcut" networks. We also derive easy-to-interpret approximations that are highly accurate in the large network limit. The analysis helps us to understand the role of the Katz parameter and the PageRank parameter, to compare linear system and eigenvalue based centrality measures, and to predict the behavior of centrality measures on more complicated networks.
ORCID iDs
Paton, Martin ORCID: https://orcid.org/0000-0002-7989-9498, Akartunali, Kerem ORCID: https://orcid.org/0000-0003-0169-3833 and Higham, Desmond J. ORCID: https://orcid.org/0000-0002-6635-3461;-
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Item type: Article ID code: 61280 Dates: DateEvent2017Published28 September 2017Published Online14 July 2017AcceptedSubjects: Science > Mathematics Department: Faculty of Science > Mathematics and Statistics
Strathclyde Business School > Management ScienceDepositing user: Pure Administrator Date deposited: 18 Jul 2017 13:59 Last modified: 25 Nov 2024 01:13 Related URLs: URI: https://strathprints.strath.ac.uk/id/eprint/61280