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Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid
The first case of COVID-19 in USA was reported on January 20, 2020. The number of COVID-19 confirmed cases and death has increased since the first reported case and the outbreak has appeared in all states. This paper analyzes disease outbreak using Topological Weighted Centroid (TWC), which is a dat...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8294081/ https://www.ncbi.nlm.nih.gov/pubmed/34343889 http://dx.doi.org/10.1016/j.compbiomed.2021.104670 |
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author | Asadi-Zeydabadi, Masoud Buscema, Massimo Lodwick, Weldon Massini, Giulia Della Torre, Francesca Newman, Francis |
author_facet | Asadi-Zeydabadi, Masoud Buscema, Massimo Lodwick, Weldon Massini, Giulia Della Torre, Francesca Newman, Francis |
author_sort | Asadi-Zeydabadi, Masoud |
collection | PubMed |
description | The first case of COVID-19 in USA was reported on January 20, 2020. The number of COVID-19 confirmed cases and death has increased since the first reported case and the outbreak has appeared in all states. This paper analyzes disease outbreak using Topological Weighted Centroid (TWC), which is a data driven intelligent geographical dynamical system that models disease spread in space and time. In this analysis the COVID-19 cases in USA on March 26, 2020 as provided by Johns Hopkins University is used. The COVID-19 outbreak is mapped by the TWC method. We were able to predict and capture some features of the pandemic spread using the early data. Although we have used the geographical distance from the latitude and longitude coordinates, our results indicate that one of the main paths of diseases spread are arguably airline routes. In this analysis, we used a large set of data. A modified version of TWC, is named TWC-Windowing to elaborate the effect of data from all places. |
format | Online Article Text |
id | pubmed-8294081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82940812021-07-21 Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid Asadi-Zeydabadi, Masoud Buscema, Massimo Lodwick, Weldon Massini, Giulia Della Torre, Francesca Newman, Francis Comput Biol Med Article The first case of COVID-19 in USA was reported on January 20, 2020. The number of COVID-19 confirmed cases and death has increased since the first reported case and the outbreak has appeared in all states. This paper analyzes disease outbreak using Topological Weighted Centroid (TWC), which is a data driven intelligent geographical dynamical system that models disease spread in space and time. In this analysis the COVID-19 cases in USA on March 26, 2020 as provided by Johns Hopkins University is used. The COVID-19 outbreak is mapped by the TWC method. We were able to predict and capture some features of the pandemic spread using the early data. Although we have used the geographical distance from the latitude and longitude coordinates, our results indicate that one of the main paths of diseases spread are arguably airline routes. In this analysis, we used a large set of data. A modified version of TWC, is named TWC-Windowing to elaborate the effect of data from all places. Elsevier Ltd. 2021-09 2021-07-21 /pmc/articles/PMC8294081/ /pubmed/34343889 http://dx.doi.org/10.1016/j.compbiomed.2021.104670 Text en © 2021 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Asadi-Zeydabadi, Masoud Buscema, Massimo Lodwick, Weldon Massini, Giulia Della Torre, Francesca Newman, Francis Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid |
title | Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid |
title_full | Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid |
title_fullStr | Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid |
title_full_unstemmed | Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid |
title_short | Analysis of COVID-19 pandemic in USA, using Topological Weighted Centroid |
title_sort | analysis of covid-19 pandemic in usa, using topological weighted centroid |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8294081/ https://www.ncbi.nlm.nih.gov/pubmed/34343889 http://dx.doi.org/10.1016/j.compbiomed.2021.104670 |
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