A Comparative Analysis of Centrality Measures in Complex Networks

Journal Article (2024)
Author(s)

N. Meshcheryakova (National Research University Higher School of Economics (HSE University))

S. Shvydun (National Research University Higher School of Economics (HSE University))

Affiliation
External organisation
DOI related publication
https://doi.org/10.1134/S0005117924700127
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Publication Year
2024
Language
English
Affiliation
External organisation
Issue number
8
Volume number
85
Pages (from-to)
685-695

Abstract

Abstract: Identification of central elements in networks is an ill-defined problem. Hence, a large number of centrality measures have been proposed in the literature. We present a survey of existing axioms, which characterize certain properties of centralities. We also perform a perturbation analysis of centrality measures in real and artificial networks.

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