Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries

This paper forecasts the future spread of COVID-19 by exploiting the identified lead-lag effects between different countries. Specifically, we first determine the past relation among nations with the aid of dynamic time warping. This procedure allows an elastic adjustment of the time axis to find si...

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Main Authors: Johannes Stübinger, Lucas Schneider
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Healthcare
Subjects:
Online Access:https://www.mdpi.com/2227-9032/8/2/99
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spelling doaj-f936e08131cf4c0894a39473c78f0aa82020-11-25T03:24:03ZengMDPI AGHealthcare2227-90322020-04-018999910.3390/healthcare8020099Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different CountriesJohannes Stübinger0Lucas Schneider1Department of Statistics and Econometrics, University of Erlangen-Nürnberg, Lange Gasse 20, 90403 Nürnberg, GermanyDepartment of Statistics and Econometrics, University of Erlangen-Nürnberg, Lange Gasse 20, 90403 Nürnberg, GermanyThis paper forecasts the future spread of COVID-19 by exploiting the identified lead-lag effects between different countries. Specifically, we first determine the past relation among nations with the aid of dynamic time warping. This procedure allows an elastic adjustment of the time axis to find similar but phase-shifted sequences. Afterwards, the established framework utilizes information about the leading country to predict the Coronavirus spread of the following nation. The presented methodology is applied to confirmed Coronavirus cases from 1 January 2020 to 28 March 2020. Our results show that China leads all other countries in the range of 29 days for South Korea and 44 days for the United States. Finally, we predict a future collapse of the healthcare systems of the United Kingdom and Switzerland in case of our explosion scenario.https://www.mdpi.com/2227-9032/8/2/99CoronavirusCOVID-19epidemiologyincidencedynamic time warpinglead-lag effects
collection DOAJ
language English
format Article
sources DOAJ
author Johannes Stübinger
Lucas Schneider
spellingShingle Johannes Stübinger
Lucas Schneider
Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries
Healthcare
Coronavirus
COVID-19
epidemiology
incidence
dynamic time warping
lead-lag effects
author_facet Johannes Stübinger
Lucas Schneider
author_sort Johannes Stübinger
title Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries
title_short Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries
title_full Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries
title_fullStr Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries
title_full_unstemmed Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries
title_sort epidemiology of coronavirus covid-19: forecasting the future incidence in different countries
publisher MDPI AG
series Healthcare
issn 2227-9032
publishDate 2020-04-01
description This paper forecasts the future spread of COVID-19 by exploiting the identified lead-lag effects between different countries. Specifically, we first determine the past relation among nations with the aid of dynamic time warping. This procedure allows an elastic adjustment of the time axis to find similar but phase-shifted sequences. Afterwards, the established framework utilizes information about the leading country to predict the Coronavirus spread of the following nation. The presented methodology is applied to confirmed Coronavirus cases from 1 January 2020 to 28 March 2020. Our results show that China leads all other countries in the range of 29 days for South Korea and 44 days for the United States. Finally, we predict a future collapse of the healthcare systems of the United Kingdom and Switzerland in case of our explosion scenario.
topic Coronavirus
COVID-19
epidemiology
incidence
dynamic time warping
lead-lag effects
url https://www.mdpi.com/2227-9032/8/2/99
work_keys_str_mv AT johannesstubinger epidemiologyofcoronaviruscovid19forecastingthefutureincidenceindifferentcountries
AT lucasschneider epidemiologyofcoronaviruscovid19forecastingthefutureincidenceindifferentcountries
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