Estimating epidemic exponential growth rate and basic reproduction number

The initial exponential growth rate of an epidemic is an important measure of the severeness of the epidemic, and is also closely related to the basic reproduction number. Estimating the growth rate from the epidemic curve can be a challenge, because of its decays with time. For fast epidemics, the...

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Main Author: Junling Ma
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2020-01-01
Series:Infectious Disease Modelling
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2468042719300491
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spelling doaj-b1d74e04060643abb45aa664d808fcf32021-04-02T18:27:04ZengKeAi Communications Co., Ltd.Infectious Disease Modelling2468-04272020-01-015129141Estimating epidemic exponential growth rate and basic reproduction numberJunling Ma0Department of Mathematics and Statistics, University of Victoria, Victoria, BC, V8W 2Y2, CanadaThe initial exponential growth rate of an epidemic is an important measure of the severeness of the epidemic, and is also closely related to the basic reproduction number. Estimating the growth rate from the epidemic curve can be a challenge, because of its decays with time. For fast epidemics, the estimation is subject to over-fitting due to the limited number of data points available, which also limits our choice of models for the epidemic curve. We discuss the estimation of the growth rate using maximum likelihood method and simple models.http://www.sciencedirect.com/science/article/pii/S2468042719300491Epidemic curveExponential growth rateMaximum likelihood estimationPhenomenological models
collection DOAJ
language English
format Article
sources DOAJ
author Junling Ma
spellingShingle Junling Ma
Estimating epidemic exponential growth rate and basic reproduction number
Infectious Disease Modelling
Epidemic curve
Exponential growth rate
Maximum likelihood estimation
Phenomenological models
author_facet Junling Ma
author_sort Junling Ma
title Estimating epidemic exponential growth rate and basic reproduction number
title_short Estimating epidemic exponential growth rate and basic reproduction number
title_full Estimating epidemic exponential growth rate and basic reproduction number
title_fullStr Estimating epidemic exponential growth rate and basic reproduction number
title_full_unstemmed Estimating epidemic exponential growth rate and basic reproduction number
title_sort estimating epidemic exponential growth rate and basic reproduction number
publisher KeAi Communications Co., Ltd.
series Infectious Disease Modelling
issn 2468-0427
publishDate 2020-01-01
description The initial exponential growth rate of an epidemic is an important measure of the severeness of the epidemic, and is also closely related to the basic reproduction number. Estimating the growth rate from the epidemic curve can be a challenge, because of its decays with time. For fast epidemics, the estimation is subject to over-fitting due to the limited number of data points available, which also limits our choice of models for the epidemic curve. We discuss the estimation of the growth rate using maximum likelihood method and simple models.
topic Epidemic curve
Exponential growth rate
Maximum likelihood estimation
Phenomenological models
url http://www.sciencedirect.com/science/article/pii/S2468042719300491
work_keys_str_mv AT junlingma estimatingepidemicexponentialgrowthrateandbasicreproductionnumber
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