Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties

This paper provides a literature review in clinical decision support systems (CDSSs) with a focus on the way knowledge bases are constructed, and how inference mechanisms and group decision making methods are used in CDSSs. Particular attention is paid to the uncertainty handling capability of the c...

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Main Authors: Guilan Kong, Dong-Ling Xu, Jian-Bo Yang
Format: Article
Language:English
Published: Atlantis Press 2008-06-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Online Access:https://www.atlantis-press.com/article/1572.pdf
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spelling doaj-c3772b63f7164f8f939185390fa2bf3e2020-11-25T02:21:13ZengAtlantis PressInternational Journal of Computational Intelligence Systems 1875-68832008-06-011210.2991/ijcis.2008.1.2.6Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under UncertaintiesGuilan KongDong-Ling XuJian-Bo YangThis paper provides a literature review in clinical decision support systems (CDSSs) with a focus on the way knowledge bases are constructed, and how inference mechanisms and group decision making methods are used in CDSSs. Particular attention is paid to the uncertainty handling capability of the commonly used knowledge representation and inference schemes. The definition of what constitute good CDSSs and how they can be evaluated and validated are also considered. Some future research directions for handling uncertainties in CDSSs are proposed.https://www.atlantis-press.com/article/1572.pdfclinical decision support systeminference mechanismknowledge representation schemeknowledge acquisition toolgroup clinical decision makinguncertainty handling.
collection DOAJ
language English
format Article
sources DOAJ
author Guilan Kong
Dong-Ling Xu
Jian-Bo Yang
spellingShingle Guilan Kong
Dong-Ling Xu
Jian-Bo Yang
Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties
International Journal of Computational Intelligence Systems
clinical decision support system
inference mechanism
knowledge representation scheme
knowledge acquisition tool
group clinical decision making
uncertainty handling.
author_facet Guilan Kong
Dong-Ling Xu
Jian-Bo Yang
author_sort Guilan Kong
title Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties
title_short Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties
title_full Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties
title_fullStr Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties
title_full_unstemmed Clinical Decision Support Systems: a Review of Knowledge Representation and Inference under Uncertainties
title_sort clinical decision support systems: a review of knowledge representation and inference under uncertainties
publisher Atlantis Press
series International Journal of Computational Intelligence Systems
issn 1875-6883
publishDate 2008-06-01
description This paper provides a literature review in clinical decision support systems (CDSSs) with a focus on the way knowledge bases are constructed, and how inference mechanisms and group decision making methods are used in CDSSs. Particular attention is paid to the uncertainty handling capability of the commonly used knowledge representation and inference schemes. The definition of what constitute good CDSSs and how they can be evaluated and validated are also considered. Some future research directions for handling uncertainties in CDSSs are proposed.
topic clinical decision support system
inference mechanism
knowledge representation scheme
knowledge acquisition tool
group clinical decision making
uncertainty handling.
url https://www.atlantis-press.com/article/1572.pdf
work_keys_str_mv AT guilankong clinicaldecisionsupportsystemsareviewofknowledgerepresentationandinferenceunderuncertainties
AT donglingxu clinicaldecisionsupportsystemsareviewofknowledgerepresentationandinferenceunderuncertainties
AT jianboyang clinicaldecisionsupportsystemsareviewofknowledgerepresentationandinferenceunderuncertainties
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