A Comparative Analysis of Centrality Measures in Complex Networks

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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

Network analysis Centrality Axioms for centrality Perturbation analysis

DOI related publication

https://doi.org/10.1134/S0005117924700127 Final published version

To reference this document use

https://resolver.tudelft.nl/uuid:ff87b16f-ab58-4f00-9adf-341e2b18eb79

More Info

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Publication Year

2024

Language

English

Affiliation

External organisation

Journal title

Automation and Remote Control

Issue number

8

Volume number

85

Pages (from-to)

685-695

Downloads counter

111

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.