Time series modelon hand, foot and mouth disease in Sarawak, Malaysia

Objective: To model and forecast hand, foot and mouth disease (HFMD) cases since there has not been any studies on time series modelling of HFMD in Sarawak, Malaysia. Methods: The longitudinal data of HFMD collected over the past 7 years (2006-2012) showed a cyclical pattern of outbreak every 2 to...

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Main Authors: Mohammad Sham, Noraishah, Krishnarajah, Isthrinayagy, Shitan, Mahendran, Lye, Munn Sann
Format: Article
Language:English
Published: Elsevier 2014
Online Access:http://psasir.upm.edu.my/id/eprint/35854/1/Time%20series%20modelon%20hand%2C%20foot%20and%20mouth%20disease%20in%20Sarawak%2C%20Malaysia.pdf
http://psasir.upm.edu.my/id/eprint/35854/
https://www.sciencedirect.com/science/article/pii/S2222180814606083?via%3Dihub#!
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spelling my.upm.eprints.358542019-11-26T07:04:48Z http://psasir.upm.edu.my/id/eprint/35854/ Time series modelon hand, foot and mouth disease in Sarawak, Malaysia Mohammad Sham, Noraishah Krishnarajah, Isthrinayagy Shitan, Mahendran Lye, Munn Sann Objective: To model and forecast hand, foot and mouth disease (HFMD) cases since there has not been any studies on time series modelling of HFMD in Sarawak, Malaysia. Methods: The longitudinal data of HFMD collected over the past 7 years (2006-2012) showed a cyclical pattern of outbreak every 2 to 3 years. The data consisted of weekly number of HFMD reported cases from 2006 to 2012. An auto regressive moving average (ARMA) model was fitted to the data. Batting average was used to measure the performance of our forecast for 2013. Results: The results indicate that ARMA model fit the trends of HFMD in Sarawak very close to the actual data during our study period. Our prediction for the number of HFMD reported cases lies within the 90% interval range for the first 16 weeks in 2013. Conclusions: An ARMA(1,4) model fits the data well and has good prediction ability of over 90% accuracy. Elsevier 2014-12 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/35854/1/Time%20series%20modelon%20hand%2C%20foot%20and%20mouth%20disease%20in%20Sarawak%2C%20Malaysia.pdf Mohammad Sham, Noraishah and Krishnarajah, Isthrinayagy and Shitan, Mahendran and Lye, Munn Sann (2014) Time series modelon hand, foot and mouth disease in Sarawak, Malaysia. Asian Pacific Journal of Tropical Disease, 4 (6). pp. 469-472. ISSN 2222-1808 https://www.sciencedirect.com/science/article/pii/S2222180814606083?via%3Dihub#! 10.1016/S2222-1808(14)60608-3
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Objective: To model and forecast hand, foot and mouth disease (HFMD) cases since there has not been any studies on time series modelling of HFMD in Sarawak, Malaysia. Methods: The longitudinal data of HFMD collected over the past 7 years (2006-2012) showed a cyclical pattern of outbreak every 2 to 3 years. The data consisted of weekly number of HFMD reported cases from 2006 to 2012. An auto regressive moving average (ARMA) model was fitted to the data. Batting average was used to measure the performance of our forecast for 2013. Results: The results indicate that ARMA model fit the trends of HFMD in Sarawak very close to the actual data during our study period. Our prediction for the number of HFMD reported cases lies within the 90% interval range for the first 16 weeks in 2013. Conclusions: An ARMA(1,4) model fits the data well and has good prediction ability of over 90% accuracy.
format Article
author Mohammad Sham, Noraishah
Krishnarajah, Isthrinayagy
Shitan, Mahendran
Lye, Munn Sann
spellingShingle Mohammad Sham, Noraishah
Krishnarajah, Isthrinayagy
Shitan, Mahendran
Lye, Munn Sann
Time series modelon hand, foot and mouth disease in Sarawak, Malaysia
author_facet Mohammad Sham, Noraishah
Krishnarajah, Isthrinayagy
Shitan, Mahendran
Lye, Munn Sann
author_sort Mohammad Sham, Noraishah
title Time series modelon hand, foot and mouth disease in Sarawak, Malaysia
title_short Time series modelon hand, foot and mouth disease in Sarawak, Malaysia
title_full Time series modelon hand, foot and mouth disease in Sarawak, Malaysia
title_fullStr Time series modelon hand, foot and mouth disease in Sarawak, Malaysia
title_full_unstemmed Time series modelon hand, foot and mouth disease in Sarawak, Malaysia
title_sort time series modelon hand, foot and mouth disease in sarawak, malaysia
publisher Elsevier
publishDate 2014
url http://psasir.upm.edu.my/id/eprint/35854/1/Time%20series%20modelon%20hand%2C%20foot%20and%20mouth%20disease%20in%20Sarawak%2C%20Malaysia.pdf
http://psasir.upm.edu.my/id/eprint/35854/
https://www.sciencedirect.com/science/article/pii/S2222180814606083?via%3Dihub#!
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score 13.18916