Spectral Method in Epidemic Time Series: Application to COVID-19 Pandemic

Author:

Demongeot JacquesORCID,Magal PierreORCID

Abstract

Background: The age of infection plays an important role in assessing an individual’s daily level of contagiousness, quantified by the daily reproduction number. Then, we derive an autoregressive moving average model from a daily discrete-time epidemic model based on a difference equation involving the age of infection. Novelty: The article’s main idea is to use a part of the spectrum associated with this difference equation to describe the data and the model. Results: We present some results of the parameters’ identification of the model when all the eigenvalues are known. This method was applied to Japan’s third epidemic wave of COVID-19 fails to preserve the positivity of daily reproduction. This problem forced us to develop an original truncated spectral method applied to Japanese data. We start by considering ten days and extend our analysis to one month. Conclusion: We can identify the shape for a daily reproduction numbers curve throughout the contagion period using only a few eigenvalues to fit the data.

Publisher

MDPI AG

Subject

General Agricultural and Biological Sciences,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology

Reference49 articles.

1. Demongeot, J., Griette, Q., Maday, Y., and Magal, P. (2022). Kermack-McKendrick model with age of infection starting from a single or multiple cohorts of infected patients. arXiv.

2. Contributions to the mathematical theory of epidemics: II;Kermack;Proc. R. Soc. Lond. Ser. B,1932

3. Chao, D.L., Halloran, M.E., Obenchain, V.J., and Longini, I.M. (2010). FluTE, a publicly available stochastic influenza epidemic simulation model. PLoS Comput. Biol., 6.

4. Emergence of H7N9 Influenza A Virus Resistant to Neuraminidase Inhibitors in Nonhuman Primates;Itoh;Antimicrob. Agents Chemother.,2015

5. Computing the daily reproduction number of COVID-19 by inverting the renewal equation using a variational technique;Alvarez;Proc. Natl. Acad. Sci. USA,2021

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3