A Belief Rule Based Clinical Decision Support System Framework

被引：0

作者：

Rahaman, Saifur ^{[1
,2
]}

Islam, Md Monirul ^{[2
]}

Hossain, Md Shahadat ^{[1
]}

机构：

[1] Univ Chittagong, Comp Sci & Engn, Chittagong, Bangladesh

[2] Int Islamic Univ Chittagong, Comp Sci & Engn, Chittagong, Bangladesh

来源：

2014 17TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT) | 2014年

关键词：

Belief rule base (BRB); decision-making; Architecture; Decision support System; METHODOLOGY; DIAGNOSIS; INFERENCE;

D O I：

暂无

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

taking into account, the need for handling clinical information under uncertainty from clinical domain knowledge and clinical data in clinical decision making, we proposed a new Belief Rule Based (BRB) Architectural Framework to design a clinical decision support system (CDSS). It can handle uncertain information to support the clinical decision making process. This paper describes how to design a clinical knowledge base and inference process of a CDSS by using belief rule-based system with an evidential reasoning approach. A case study demonstrates to employ this BRB Architectural Framework in developing CDSS is a reliable novel approach.

引用

页码：165 / 169

页数：5

共 22 条

[1] White paper - Reducing the frequency of errors in medicine using information technology [J].

Bates, DW ;

Cohen, M ;

Leape, LL ;

Overhage, JM ;

Shabot, MM ;

Sheridan, T .

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2001, 8 (04) :299-308

[2] A Three-Stage Expert System Based on Support Vector Machines for Thyroid Disease Diagnosis [J].

Chen, Hui-Ling ;

Yang, Bo ;

Wang, Gang ;

Liu, Jie ;

Chen, Yi-Dong ;

Liu, Da-You .

JOURNAL OF MEDICAL SYSTEMS, 2012, 36 (03) :1953-1963

[3]

Gago P., 2007, PROGR ARTIFICIAL INT

[4] Assessing the sensibility of two clinical decision support systems [J].

Graham, Timothy A. D. ;

Bullard, Michael J. ;

Kushniruk, Andre W. ;

Holroyd, Brian R. ;

Rowe, Brian H. .

JOURNAL OF MEDICAL SYSTEMS, 2008, 32 (05) :361-368

[5]

Grams Ralph R., 1993, Journal of Medical Systems, V17, P59, DOI 10.1007/BF00996783

[6] Acute Coronary Syndromes: Diagnosis and Management, Part I [J].

Kumar, Amit ;

Cannon, Christopher P. .

MAYO CLINIC PROCEEDINGS, 2009, 84 (10) :917-938

[7] Hybrid approach using case-based reasoning and rule-based reasoning for domain independent clinical decision support in ICU [J].

Kumar, K. Ashwin ;

Singh, Yashwardhan ;

Sanyal, Sudip .

EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (01) :65-71

[8] The IT productivity paradox in health: A stakeholder's perspective [J].

Lapointe, Liette ;

Mignerat, Muriel ;

Vedel, Isabelle .

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS, 2011, 80 (02) :102-115

[9] A decision support system for improving doctors' prescribing behavior [J].

Lin, Chinho ;

Lin, Chun Mei ;

Lin, Binshan ;

Yang, Ming-Chin .

EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) :7975-7984

[10] Clinical decision support systems in the pediatric intensive care unit [J].

Mack, Elizabeth H. ;

Wheeler, Derek S. ;

Embi, Peter J. .

PEDIATRIC CRITICAL CARE MEDICINE, 2009, 10 (01) :23-28

← 1 2 3 →