论文标题

预测和评估世界各地的Covid-19的干预措施

Forecasting and evaluating intervention of Covid-19 in the World

论文作者

Hu, Zixin, Ge, Qiyang, Li, Shudi, Boerwincle, Eric, Jin, Li, Xiong, Momiao

论文摘要

当Covid-19进入危险的新阶段时,无论是否以及何时采取积极的公共卫生干预措施来减缓19日的传播。开发人工智能(AI)启发的方法,用于实时预测和评估干预策略,以遏制Covid-19在世界上的传播。开发了用于建模流行病的传输动力学的修改自动编码器,并将其应用于累积和新的Covid-19病例的监视数据,以及WHO的死亡,截至2020年3月16日,WHO。5步预测的平均误差为2.5%。累积病例和新病例的总峰值数量,以及以后干预(4周后实施全面的公共卫生干预措施)的最大累积病例数可以达到75,249,909、10,086,085和255,392,154。案件结束时间是2021年1月10日。但是,累积病例和新病例的总峰值数量以及一周后干预的全球累积病例数量分别降至951,799、108,853和1,530,276。共vid-19的持续时间将从356天减少到232天。案件结束时间是2020年9月8日。我们观察到,一个月的延迟干预导致累积病例的最大数量增加了166.89次,死亡人数从53,560增加到8,938,725。如果不立即采取干预行动,我们将面临灾难性的后果。

When the Covid-19 pandemic enters dangerous new phase, whether and when to take aggressive public health interventions to slow down the spread of COVID-19. To develop the artificial intelligence (AI) inspired methods for real-time forecasting and evaluating intervention strategies to curb the spread of Covid-19 in the World. A modified auto-encoder for modeling the transmission dynamics of the epidemics is developed and applied to the surveillance data of cumulative and new Covid-19 cases and deaths from WHO, as of March 16, 2020. The average errors of 5-step forecasting were 2.5%. The total peak number of cumulative cases and new cases, and the maximum number of cumulative cases in the world with later intervention (comprehensive public health intervention is implemented 4 weeks later) could reach 75,249,909, 10,086,085, and 255,392,154, respectively. The case ending time was January 10, 2021. However, the total peak number of cumulative cases and new cases and the maximum number of cumulative cases in the world with one week later intervention were reduced to 951,799, 108,853 and 1,530,276, respectively. Duration time of the Covid-19 spread would be reduced from 356 days to 232 days. The case ending time was September 8, 2020. We observed that delaying intervention for one month caused the maximum number of cumulative cases to increase 166.89 times, and the number of deaths increase from 53,560 to 8,938,725. We will face disastrous consequences if immediate action to intervene is not taken.

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