A comparison of node vaccination strategies to halt SIR epidemic spreading in real-world complex networks.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
09 12 2022
Historique:
received: 18 07 2022
accepted: 18 11 2022
entrez: 9 12 2022
pubmed: 10 12 2022
medline: 15 12 2022
Statut: epublish

Résumé

We compared seven node vaccination strategies in twelve real-world complex networks. The node vaccination strategies are modeled as node removal on networks. We performed node vaccination strategies both removing nodes according to the initial network structure, i.e., non-adaptive approach, and performing partial node rank recalculation after node removal, i.e., semi-adaptive approach. To quantify the efficacy of each vaccination strategy, we used three epidemic spread indicators: the size of the largest connected component, the total number of infected at the end of the epidemic, and the maximum number of simultaneously infected individuals. We show that the best vaccination strategies in the non-adaptive and semi-adaptive approaches are different and that the best strategy also depends on the number of available vaccines. Furthermore, a partial recalculation of the node centrality increases the efficacy of the vaccination strategies by up to 80%.

Identifiants

pubmed: 36494427
doi: 10.1038/s41598-022-24652-1
pii: 10.1038/s41598-022-24652-1
pmc: PMC9734664
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

21355

Informations de copyright

© 2022. The Author(s).

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Auteurs

F Sartori (F)

Dipartimento di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Via G.P. Usberti, 7/a, 43124, Parma, Italy. fabio.sartori@unipr.it.

M Turchetto (M)

Dipartimento di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Via G.P. Usberti, 7/a, 43124, Parma, Italy.
INFN, Gruppo Collegato di Parma, 43124, Parma, Italy.

M Bellingeri (M)

Dipartimento di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Via G.P. Usberti, 7/a, 43124, Parma, Italy.
Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy.
INFN, Gruppo Collegato di Parma, 43124, Parma, Italy.

F Scotognella (F)

Dipartimento di Fisica, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy.
Center for Nano Science and Technology@PoliMi, Istituto Italiano di Tecnologia, Via Giovanni Pascoli, 70/3, 20133, Milan, Italy.

R Alfieri (R)

Dipartimento di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Via G.P. Usberti, 7/a, 43124, Parma, Italy.
INFN, Gruppo Collegato di Parma, 43124, Parma, Italy.

N-K-K Nguyen (NK)

Faculty of Basic Science, Van Lang University, Ho Chi Minh City, Vietnam.

T-T Le (TT)

John Von Neumann Institute, Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam.

Q Nguyen (Q)

Institute of Fundamental and Applied Sciences, Duy Tan University, Ho Chi Minh City, 700000, Vietnam.
Faculty of Natural Sciences, Duy Tan University, Da Nang City, 550000, Vietnam.

D Cassi (D)

Dipartimento di Scienze Matematiche, Fisiche e Informatiche, Università di Parma, Via G.P. Usberti, 7/a, 43124, Parma, Italy.
INFN, Gruppo Collegato di Parma, 43124, Parma, Italy.

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