Monitoring haemoglobin status in dengue patients using ARMAX model

This paper describes the development of linear autoregressive moving average with exogenous input (ARMAX) models to monitor the progression of dengue infection based on hemoglobin status. Three differents ARMAX model order selection criteria namely Final Prediction Error (FPE), Akaike's Informa...

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Main Authors: Abdul Rahim, Herlina, Ibrahim, Fatimah, Taib, Mohd. Nasir, Abdul Rahim, R., Mad Sam, Y.
Format: Book Section
Published: Institute of Electrical and Electronics Engineers 2008
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Online Access:http://eprints.utm.my/id/eprint/12680/
http://dx.doi.org/10.1109/ITSIM.2008.4631563
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spelling my.utm.126802017-10-04T03:42:17Z http://eprints.utm.my/id/eprint/12680/ Monitoring haemoglobin status in dengue patients using ARMAX model Abdul Rahim, Herlina Ibrahim, Fatimah Taib, Mohd. Nasir Abdul Rahim, R. Mad Sam, Y. TK Electrical engineering. Electronics Nuclear engineering This paper describes the development of linear autoregressive moving average with exogenous input (ARMAX) models to monitor the progression of dengue infection based on hemoglobin status. Three differents ARMAX model order selection criteria namely Final Prediction Error (FPE), Akaike's Information Criteria (AIC) and Lipschitz number have been evaluated and analyzed. The results showed that Lipschitz number has better accuracy compared to FPE and AIC. Finally based on Lipschitz number, appropriate model orders have been selected to monitor the progression of dengue patients based on hemoglobin status. Further work is to apply this appropriate model orders to nonlinear Autoregressive (NARMAX) model. Institute of Electrical and Electronics Engineers 2008 Book Section PeerReviewed Abdul Rahim, Herlina and Ibrahim, Fatimah and Taib, Mohd. Nasir and Abdul Rahim, R. and Mad Sam, Y. (2008) Monitoring haemoglobin status in dengue patients using ARMAX model. In: Proceedings - International Symposium on Information Technology 2008, ITSim. Institute of Electrical and Electronics Engineers, New York, 351 -358. ISBN 978-142442328-6 http://dx.doi.org/10.1109/ITSIM.2008.4631563 doi:10.1109/ITSIM.2008.4631563
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Abdul Rahim, Herlina
Ibrahim, Fatimah
Taib, Mohd. Nasir
Abdul Rahim, R.
Mad Sam, Y.
Monitoring haemoglobin status in dengue patients using ARMAX model
description This paper describes the development of linear autoregressive moving average with exogenous input (ARMAX) models to monitor the progression of dengue infection based on hemoglobin status. Three differents ARMAX model order selection criteria namely Final Prediction Error (FPE), Akaike's Information Criteria (AIC) and Lipschitz number have been evaluated and analyzed. The results showed that Lipschitz number has better accuracy compared to FPE and AIC. Finally based on Lipschitz number, appropriate model orders have been selected to monitor the progression of dengue patients based on hemoglobin status. Further work is to apply this appropriate model orders to nonlinear Autoregressive (NARMAX) model.
format Book Section
author Abdul Rahim, Herlina
Ibrahim, Fatimah
Taib, Mohd. Nasir
Abdul Rahim, R.
Mad Sam, Y.
author_facet Abdul Rahim, Herlina
Ibrahim, Fatimah
Taib, Mohd. Nasir
Abdul Rahim, R.
Mad Sam, Y.
author_sort Abdul Rahim, Herlina
title Monitoring haemoglobin status in dengue patients using ARMAX model
title_short Monitoring haemoglobin status in dengue patients using ARMAX model
title_full Monitoring haemoglobin status in dengue patients using ARMAX model
title_fullStr Monitoring haemoglobin status in dengue patients using ARMAX model
title_full_unstemmed Monitoring haemoglobin status in dengue patients using ARMAX model
title_sort monitoring haemoglobin status in dengue patients using armax model
publisher Institute of Electrical and Electronics Engineers
publishDate 2008
url http://eprints.utm.my/id/eprint/12680/
http://dx.doi.org/10.1109/ITSIM.2008.4631563
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score 13.187175