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利用MEWMA监测新冠疫情的SEIRD模型参数及其在卡塔尔国的应用

Monitoring SEIRD model parameters using MEWMA for the COVID-19 pandemic with application to the state of Qatar.

作者信息

Boone Edward L, Abdel-Salam Abdel-Salam G, Sahoo Indranil, Ghanam Ryad, Chen Xi, Hanif Aiman

机构信息

Department of Statistical Sciences and Operations Research, Virginia Commonwealth University, Richmond, VA, USA.

Department of Mathematics, Statistics and Physics, College of Arts and Sciences, Qatar University, Doha.

出版信息

J Appl Stat. 2021 Oct 8;50(2):231-246. doi: 10.1080/02664763.2021.1985091. eCollection 2023.

Abstract

During the current COVID-19 pandemic, decision-makers are tasked with implementing and evaluating strategies for both treatment and disease prevention. In order to make effective decisions, they need to simultaneously monitor various attributes of the pandemic such as transmission rate and infection rate for disease prevention, recovery rate which indicates treatment effectiveness as well as the mortality rate and others. This work presents a technique for monitoring the pandemic by employing an Susceptible, Exposed, Infected, Recovered, Death model regularly estimated by an augmented particle Markov chain Monte Carlo scheme in which the posterior distribution samples are monitored via Multivariate Exponentially Weighted Average process monitoring. This is illustrated on the COVID-19 data for the State of Qatar.

摘要

在当前的新冠疫情大流行期间,决策者的任务是实施和评估治疗及疾病预防策略。为了做出有效的决策,他们需要同时监测疫情的各种属性,如疾病预防方面的传播率和感染率、表明治疗效果的康复率以及死亡率等。这项工作提出了一种通过使用易感者、暴露者、感染者、康复者、死亡者模型(SEIRD模型)来监测疫情的技术,该模型由增强粒子马尔可夫链蒙特卡罗方案定期估计,其中后验分布样本通过多元指数加权移动平均过程监测进行监测。这在卡塔尔国的新冠疫情数据上得到了说明。

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Qatar's Response to COVID-19 Pandemic.卡塔尔对新冠疫情的应对措施。
Heart Views. 2020 Jul-Sep;21(3):129-132. doi: 10.4103/HEARTVIEWS.HEARTVIEWS_161_20. Epub 2020 Oct 13.
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Monitoring Italian COVID-19 spread by a forced SEIRD model.通过强制 SEIRD 模型监测意大利 COVID-19 传播。
PLoS One. 2020 Aug 6;15(8):e0237417. doi: 10.1371/journal.pone.0237417. eCollection 2020.

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