Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model

Statistical methods such as the life-table, the Kaplan-Meier method and regression models, such as the Cox Proportional Hazard are usually used to model and predict survival data. Neural networks have been used in medicine for more than two decades, first, as an aid to diagnosis and treatment and th...

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Main Authors: Abdul-Kareem, S., Baba, S., Zubairi, Y.Z., Prasad, U., Wahid, M.I.A.
Format: Article
Published: 2002
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Online Access:http://eprints.um.edu.my/5694/
http://www.wseas.us/e-library/conferences/switzerland2002/papers/409.pdf
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Institution: Universiti Malaya
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spelling my.um.eprints.56942013-01-04T15:57:44Z http://eprints.um.edu.my/5694/ Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model Abdul-Kareem, S. Baba, S. Zubairi, Y.Z. Prasad, U. Wahid, M.I.A. T Technology (General) Statistical methods such as the life-table, the Kaplan-Meier method and regression models, such as the Cox Proportional Hazard are usually used to model and predict survival data. Neural networks have been used in medicine for more than two decades, first, as an aid to diagnosis and treatment and then, recently, as a tool to study medical prognosis of aids, coronary heart disease, and a variety of cancer types. The use of neural networks to study the prognosis of nasopharyngeal carcinoma is, however, relatively new. In this paper we describe our research in the use of neural network to predict the prognosis of nasopharyngeal carcinoma. Two prognostic models for nasopharyngeal carcinoma were developed, namely the neural network model and the Cox model and their performance compared. 2002 Article PeerReviewed Abdul-Kareem, S. and Baba, S. and Zubairi, Y.Z. and Prasad, U. and Wahid, M.I.A. (2002) Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model. Advances in Neural Network World. http://www.wseas.us/e-library/conferences/switzerland2002/papers/409.pdf
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic T Technology (General)
spellingShingle T Technology (General)
Abdul-Kareem, S.
Baba, S.
Zubairi, Y.Z.
Prasad, U.
Wahid, M.I.A.
Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model
description Statistical methods such as the life-table, the Kaplan-Meier method and regression models, such as the Cox Proportional Hazard are usually used to model and predict survival data. Neural networks have been used in medicine for more than two decades, first, as an aid to diagnosis and treatment and then, recently, as a tool to study medical prognosis of aids, coronary heart disease, and a variety of cancer types. The use of neural networks to study the prognosis of nasopharyngeal carcinoma is, however, relatively new. In this paper we describe our research in the use of neural network to predict the prognosis of nasopharyngeal carcinoma. Two prognostic models for nasopharyngeal carcinoma were developed, namely the neural network model and the Cox model and their performance compared.
format Article
author Abdul-Kareem, S.
Baba, S.
Zubairi, Y.Z.
Prasad, U.
Wahid, M.I.A.
author_facet Abdul-Kareem, S.
Baba, S.
Zubairi, Y.Z.
Prasad, U.
Wahid, M.I.A.
author_sort Abdul-Kareem, S.
title Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model
title_short Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model
title_full Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model
title_fullStr Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model
title_full_unstemmed Prognostic Systems for NPC: A comparison of the Neural Network Model and The Cox Proportional Hazards Model
title_sort prognostic systems for npc: a comparison of the neural network model and the cox proportional hazards model
publishDate 2002
url http://eprints.um.edu.my/5694/
http://www.wseas.us/e-library/conferences/switzerland2002/papers/409.pdf
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