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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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 |
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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 |
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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 |
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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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13.187175 |