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View all- Nguyen MPerera RWang MWu N(2022)Modular probabilistic models via algebraic effectsProceedings of the ACM on Programming Languages10.1145/35476356:ICFP(381-410)Online publication date: 31-Aug-2022
Statistical Analysis on COVID-19 Based on SIR Model
Authors: 
Feng Liang, Ziyuan LiAuthors Info & Claims
Feng Liang, Ziyuan LiAuthors Info & ClaimsPages 14 - 19
Abstract
This article analyzes global COVID-19 from a statistical perspective. Based on SIR Model, the rate of infectivity and recovery in each country are calculated, which are used to be a clustering basis. Thus, 20 selected countries are divided into 3 clusters. The article also studies how the dynamics would change when adding noise to parameters and give some policies and solutions based on two situations. Sensitivity analysis indicates that the infection rate plays a more significant role in outcomes.
References
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Huang C, Wang Y, Li X, Ren L, Zhao J, Hu Y, (February 2020). "Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China". Lancet. 395 (10223): 497–506. PMC 7159299. PMID 31986264.
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"WHO Director-General's opening remarks at the media briefing on COVID-19—11 March 2020". World Health Organization. 11 March 2020. Retrieved 11 March 2020.
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"COVID-19 Dashboard by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University (JHU)". ArcGIS. Johns Hopkins University. Retrieved 9 August 2020.
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Kermack, W. O.; McKendrick, A. G. (1927). "A Contribution to the Mathematical Theory of Epidemics". Proceedings of the Royal Society A. 115 (772): 700–721. Bibcode:1927RSPSA.115.700K.
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Beckley, Ross; Weatherspoon, Cametria; Alexander, Michael; Chandler, Marissa; Johnson, Anthony; Batt, Ghan S. (2013). "Modeling epidemics with differential equations" (PDF). Tennessee State University Internal Report. Retrieved July 19, 2020.
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Published In
December 2020
80 pages
ISBN:9781450388443
DOI:10.1145/3449258
Copyright © 2020 ACM.
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Association for Computing Machinery
New York, NY, United States
Publication History
Published: 22 June 2021
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- Refereed limited
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ICCBB '20
ICCBB '20: 2020 4th International Conference on Computational Biology and Bioinformatics
December 27 - 29, 2020
Bali Island, Indonesia
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View all- Nguyen MPerera RWang MWu N(2022)Modular probabilistic models via algebraic effectsProceedings of the ACM on Programming Languages10.1145/35476356:ICFP(381-410)Online publication date: 31-Aug-2022
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