Header

UZH-Logo

Maintenance Infos

Locating influential nodes via dynamics-sensitive centrality


Liu, Jian-Guo; Lin, Jian-Hong; Guo, Qiang; Zhou, Tao (2016). Locating influential nodes via dynamics-sensitive centrality. Scientific Reports, 6:21380.

Abstract

With great theoretical and practical significance, locating influential nodes of complex networks is a promising issue. In this paper, we present a dynamics-sensitive (DS) centrality by integrating topological features and dynamical properties. The DS centrality can be directly applied in locating influential spreaders. According to the empirical results on four real networks for both susceptible-infected-recovered (SIR) and susceptible-infected (SI) spreading models, the DS centrality is more accurate than degree, k-shell index and eigenvector centrality.

Abstract

With great theoretical and practical significance, locating influential nodes of complex networks is a promising issue. In this paper, we present a dynamics-sensitive (DS) centrality by integrating topological features and dynamical properties. The DS centrality can be directly applied in locating influential spreaders. According to the empirical results on four real networks for both susceptible-infected-recovered (SIR) and susceptible-infected (SI) spreading models, the DS centrality is more accurate than degree, k-shell index and eigenvector centrality.

Statistics

Citations

Dimensions.ai Metrics
64 citations in Web of Science®
91 citations in Scopus®
Google Scholar™

Altmetrics

Downloads

3 downloads since deposited on 07 Dec 2020
3 downloads since 12 months
Detailed statistics

Additional indexing

Item Type:Journal Article, refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Informatics
Dewey Decimal Classification:000 Computer science, knowledge & systems
Scopus Subject Areas:Health Sciences > Multidisciplinary
Language:English
Date:1 February 2016
Deposited On:07 Dec 2020 15:12
Last Modified:08 Dec 2020 21:00
Publisher:Nature Publishing Group
ISSN:2045-2322
OA Status:Gold
Free access at:Publisher DOI. An embargo period may apply.
Publisher DOI:https://doi.org/10.1038/srep21380

Download

Gold Open Access

Download PDF  'Locating influential nodes via dynamics-sensitive centrality'.
Preview
Content: Published Version
Filetype: PDF
Size: 531kB
View at publisher
Licence: Creative Commons: Attribution 4.0 International (CC BY 4.0)