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Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018
Seasonal autoregressive-integrated moving average (SARIMA) has been widely used to model and forecast incidence of infectious diseases in time-series analysis. This study aimed to model and forecast monthly cases of hand, foot and mouth disease (HFMD) in China. Monthly incidence HFMD cases in China...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cambridge University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6518604/ https://www.ncbi.nlm.nih.gov/pubmed/30868999 http://dx.doi.org/10.1017/S095026881800362X |
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author | Tian, C. W. Wang, H. Luo, X. M. |
author_facet | Tian, C. W. Wang, H. Luo, X. M. |
author_sort | Tian, C. W. |
collection | PubMed |
description | Seasonal autoregressive-integrated moving average (SARIMA) has been widely used to model and forecast incidence of infectious diseases in time-series analysis. This study aimed to model and forecast monthly cases of hand, foot and mouth disease (HFMD) in China. Monthly incidence HFMD cases in China from May 2008 to August 2018 were analysed with the SARIMA model. A seasonal variation of HFMD incidence was found from May 2008 to August 2018 in China, with a predominant peak from April to July and a trough from January to March. In addition, the annual peak occurred periodically with a large annual peak followed by a relatively small annual peak. A SARIMA model of SARIMA (1, 1, 2) (0, 1, 1)(12) was identified, and the mean error rate and determination coefficient were 16.86% and 94.27%, respectively. There was an annual periodicity and seasonal variation of HFMD incidence in China, which could be predicted well by a SARIMA (1, 1, 2) (0, 1, 1)(12) model. |
format | Online Article Text |
id | pubmed-6518604 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Cambridge University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-65186042019-06-04 Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 Tian, C. W. Wang, H. Luo, X. M. Epidemiol Infect Short Paper Seasonal autoregressive-integrated moving average (SARIMA) has been widely used to model and forecast incidence of infectious diseases in time-series analysis. This study aimed to model and forecast monthly cases of hand, foot and mouth disease (HFMD) in China. Monthly incidence HFMD cases in China from May 2008 to August 2018 were analysed with the SARIMA model. A seasonal variation of HFMD incidence was found from May 2008 to August 2018 in China, with a predominant peak from April to July and a trough from January to March. In addition, the annual peak occurred periodically with a large annual peak followed by a relatively small annual peak. A SARIMA model of SARIMA (1, 1, 2) (0, 1, 1)(12) was identified, and the mean error rate and determination coefficient were 16.86% and 94.27%, respectively. There was an annual periodicity and seasonal variation of HFMD incidence in China, which could be predicted well by a SARIMA (1, 1, 2) (0, 1, 1)(12) model. Cambridge University Press 2019-01-31 /pmc/articles/PMC6518604/ /pubmed/30868999 http://dx.doi.org/10.1017/S095026881800362X Text en © The Author(s) 2019 http://creativecommons.org/licenses/by/4.0/ This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Short Paper Tian, C. W. Wang, H. Luo, X. M. Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 |
title | Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 |
title_full | Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 |
title_fullStr | Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 |
title_full_unstemmed | Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 |
title_short | Time-series modelling and forecasting of hand, foot and mouth disease cases in China from 2008 to 2018 |
title_sort | time-series modelling and forecasting of hand, foot and mouth disease cases in china from 2008 to 2018 |
topic | Short Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6518604/ https://www.ncbi.nlm.nih.gov/pubmed/30868999 http://dx.doi.org/10.1017/S095026881800362X |
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