Modelling seasonal influenza in Israel

Mathematical modeling approaches are used to study the epidemic dynamics of seasonal influenza in Israel. The recent availability of highly resolved ten year timeseries of influenza cases provides an opportunity for modeling and estimating important epidemiological parameters in the Israeli populat...

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Main Authors: Oren Barnea, Rami Yaari, Guy Katriel, Lewi Stone
Format: Article
Language:English
Published: AIMS Press 2011-03-01
Series:Mathematical Biosciences and Engineering
Subjects:
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2011.8.561
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author Oren Barnea
Rami Yaari
Guy Katriel
Lewi Stone
author_facet Oren Barnea
Rami Yaari
Guy Katriel
Lewi Stone
author_sort Oren Barnea
collection DOAJ
description Mathematical modeling approaches are used to study the epidemic dynamics of seasonal influenza in Israel. The recent availability of highly resolved ten year timeseries of influenza cases provides an opportunity for modeling and estimating important epidemiological parameters in the Israeli population. A simple but well known SIR discrete-time deterministic model was fitted to consecutive epidemics allowing estimation of the initial number of susceptibles in the population $S_0$, as well as the reproductive number $R_0$ each year. The results were corroborated by implementing a stochastic model and using a maximum likelihood approach. The paper discusses the difficulties in estimating these important parameters especially when the reporting rate of influenza cases might only be known with limited accuracy, as is generally the case. In such situations invariant parameters such as the percentage of susceptibles infected, and the effective reproductive rate might be preferred, as they do not depend on reporting rate. Results are given based on the Israeli timeseries.
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spelling doaj-art-b93c17707ba244ab9b707e6b17ffb6e42025-01-24T02:01:39ZengAIMS PressMathematical Biosciences and Engineering1551-00182011-03-018256157310.3934/mbe.2011.8.561Modelling seasonal influenza in IsraelOren Barnea0Rami Yaari1Guy Katriel2Lewi Stone3Biomathematics Unit, Department of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978Biomathematics Unit, Department of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978Biomathematics Unit, Department of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978Biomathematics Unit, Department of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978Mathematical modeling approaches are used to study the epidemic dynamics of seasonal influenza in Israel. The recent availability of highly resolved ten year timeseries of influenza cases provides an opportunity for modeling and estimating important epidemiological parameters in the Israeli population. A simple but well known SIR discrete-time deterministic model was fitted to consecutive epidemics allowing estimation of the initial number of susceptibles in the population $S_0$, as well as the reproductive number $R_0$ each year. The results were corroborated by implementing a stochastic model and using a maximum likelihood approach. The paper discusses the difficulties in estimating these important parameters especially when the reporting rate of influenza cases might only be known with limited accuracy, as is generally the case. In such situations invariant parameters such as the percentage of susceptibles infected, and the effective reproductive rate might be preferred, as they do not depend on reporting rate. Results are given based on the Israeli timeseries.https://www.aimspress.com/article/doi/10.3934/mbe.2011.8.561seasonality.basic reproductive ratiomodel fittingepidemiology$r_0$influenza
spellingShingle Oren Barnea
Rami Yaari
Guy Katriel
Lewi Stone
Modelling seasonal influenza in Israel
Mathematical Biosciences and Engineering
seasonality.
basic reproductive ratio
model fitting
epidemiology
$r_0$
influenza
title Modelling seasonal influenza in Israel
title_full Modelling seasonal influenza in Israel
title_fullStr Modelling seasonal influenza in Israel
title_full_unstemmed Modelling seasonal influenza in Israel
title_short Modelling seasonal influenza in Israel
title_sort modelling seasonal influenza in israel
topic seasonality.
basic reproductive ratio
model fitting
epidemiology
$r_0$
influenza
url https://www.aimspress.com/article/doi/10.3934/mbe.2011.8.561
work_keys_str_mv AT orenbarnea modellingseasonalinfluenzainisrael
AT ramiyaari modellingseasonalinfluenzainisrael
AT guykatriel modellingseasonalinfluenzainisrael
AT lewistone modellingseasonalinfluenzainisrael