2020
DOI: 10.3390/healthcare8020099
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Epidemiology of Coronavirus COVID-19: Forecasting the Future Incidence in Different Countries

Abstract: 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… Show more

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Cited by 70 publications
(60 citation statements)
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“…The circumstantial evidence that links the first case of COVID-19 to the Huanan South Seafood Market that sells various exotic live animals suggests that the zoonotic Coronavirus crossed the barrier from animal to human at this wet market. 2 It has since become a global public health emergency. 3 The World Health Organization (WHO) designated COVID-19 a pandemic on March 11, 2020.…”
Section: Introductionmentioning
confidence: 99%
“…The circumstantial evidence that links the first case of COVID-19 to the Huanan South Seafood Market that sells various exotic live animals suggests that the zoonotic Coronavirus crossed the barrier from animal to human at this wet market. 2 It has since become a global public health emergency. 3 The World Health Organization (WHO) designated COVID-19 a pandemic on March 11, 2020.…”
Section: Introductionmentioning
confidence: 99%
“…The occurrence of COVID-19 and past deadly coronaviruses, together with the mode of spread of these viruses as outlined below, are not contested. The focus has been on the epidemiology of COVID-19 [ 14 , 15 , 16 , 17 ] and weak health systems [ 6 ]. The mobilising narrative has been around health security [ 18 , 19 ], and thus emphasis has been put on public health measures to prevent, detect, verify, assess, and respond to the pandemic, as stipulated by international health regulations [ 20 ].…”
Section: Introductionmentioning
confidence: 99%
“…This approach is opposite to S-Curve (logistic curve) approach that assumes convergence. Stubinger and Schneider [ 26 ] argue that the Covid-19 spread in China first and then other countries got affected by it. Therefore, there are lead-lag effects between spreads of Covid-19 in different countries.…”
Section: Taxonomy Of Machine Learning Methodsologies For the Predictiomentioning
confidence: 99%