Das Ramesh Chandra
Department of Economics, Vidyasagar University, Midnapore, India.
Chaos Solitons Fractals. 2020 Nov;140:110248. doi: 10.1016/j.chaos.2020.110248. Epub 2020 Aug 24.
The devastating spread of the novel coronavirus, named COVID-19, starting its journey from Wuhan Province of China on January 21st, 2020, has now threatened lives of almost all the countries of the world in different magnitudes. Mostly the developed countries have been hit hard, besides the emerging countries like China, India and Brazil. The scientists and the policy makers are in dark with respect to its spread and claiming lives in coming days.
The present study aims to forecast the number of incidences in severely affected seven countries, USA, UK, Italy, Spain, France, China and India, for the period July 12-Septmeber 11, 2020 and compares the forecasted values with the actual values to judge its depth of severity and growth.
The study uses Box-Jenkins method of forecasting in an Autoregressive Integrated Moving Average (ARIMA) structure on the basis of the daily data published by World Health Organization from January 21st to July 11, 2020.
It is observed that USA and India are the two countries whose increasing trends will continue in the forecasted period (July 12 to September 11), others except China will face lower number of incidences. China's incidence has come to halt around 80000 in numbers. The growth rates of the number of incidences for all the countries during the forecasted period will be diminishing. The mean difference test results between the forecasted and actual values in level and growth forms show that in the former case, USA, India, UK will face increasing forecast than the actual number but in the latter case, all of the countries will face significantly decreasing growth rates in the forecasted values compared to their actual growth values.
2020年1月21日从中国湖北省开始传播的新型冠状病毒(命名为COVID-19)的毁灭性蔓延,现已不同程度地威胁到世界几乎所有国家的生命。除了中国、印度和巴西等新兴国家外,大多数发达国家也受到了重创。科学家和政策制定者对其传播情况以及未来几天的致死情况仍一无所知。
本研究旨在预测2020年7月12日至9月11日期间,受影响最严重的七个国家(美国、英国、意大利、西班牙、法国、中国和印度)的发病数,并将预测值与实际值进行比较,以判断其严重程度和增长情况。
该研究基于世界卫生组织公布的2020年1月21日至7月11日的每日数据,采用自回归积分移动平均(ARIMA)结构的Box-Jenkins预测方法。
可以观察到,美国和印度是在预测期(7月12日至9月11日)内发病数仍将呈上升趋势的两个国家,除中国外的其他国家发病数将减少。中国的发病数已稳定在80000例左右。在预测期内,所有国家的发病数增长率都将下降。预测值与实际值在水平和增长形式上的均值差异检验结果表明,在前一种情况下,美国、印度、英国的预测发病数将高于实际数,但在后一种情况下,与实际增长率相比,所有国家预测值的增长率将显著下降。