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A weighted approach for spatio-temporal clustering of COVID-19 spread in Italy.
- Source :
-
Spatial and spatio-temporal epidemiology [Spat Spatiotemporal Epidemiol] 2022 Jun; Vol. 41, pp. 100500. Date of Electronic Publication: 2022 Mar 25. - Publication Year :
- 2022
-
Abstract
- The SARS-Cov-2 has spread differently over space and time worldwide. By monitoring the contagion's time evolution, the November 3 2020 the Italian government introduced differentiated regime of restrictions among its regions. This experiment demonstrated that public health policies can be effectively designed by means of clustering. This paper proposes a fuzzy clustering model where spatial and temporal dimensions of the disease spread are optimally weighted. The resulting model is applied with the aim of identifying groups of Italian regions with similar contagion spread. We found that two groups of regions sharing similar patterns of COVID-19 spread over both space and time exist. Appropriate public health policies can be designed on the basis of this evidence.<br /> (Copyright © 2022 Elsevier Ltd. All rights reserved.)
- Subjects :
- Cluster Analysis
Humans
Italy epidemiology
SARS-CoV-2
COVID-19 epidemiology
Subjects
Details
- Language :
- English
- ISSN :
- 1877-5853
- Volume :
- 41
- Database :
- MEDLINE
- Journal :
- Spatial and spatio-temporal epidemiology
- Publication Type :
- Academic Journal
- Accession number :
- 35691657
- Full Text :
- https://doi.org/10.1016/j.sste.2022.100500