Possibility of long-termed prediction of NACPs and NADPs of COVID-19 in different countries and regions via tanh basic functions
- PMID: 33680710
- PMCID: PMC7926199
- DOI: 10.1007/s40435-021-00770-y
Possibility of long-termed prediction of NACPs and NADPs of COVID-19 in different countries and regions via tanh basic functions
Abstract
In this paper, we make long-termed prediction for numbers of accumulative confirmed patients (NACPs) and numbers of accumulative death patients (NADPs) of COVID-19 in different countries and regions by fitting method. We use hyperbolic tangent functions as basic functions for the fitting method. The results indicate that it is possible to make long-termed prediction for NACPs and NADPs of COVID-19 by using a small amount of data. And we can estimate the arrival times of the plateau phases of COVID-19 in some countries and regions. It shows that our method is simple (model-free) and very effective in long-termed prediction of NACPs and NADPs with small data.
Keywords: COVID-19; Long-termed prediction; NACP; NADP; Plateau phase.
© The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021.
Conflict of interest statement
Conflict of interestThe authors declare that there is no conflict of interest regarding the publication of this paper.
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References
-
- Chen Y, Cheng J, Jiang Y, Liu K (2020) A time delay dynamical model for outbreak of 2019-nCoV and the parameter identification. arXiv:2002.00418 [q-bio.PE]
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