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
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
收藏
页码:165 / 169
页数:5
相关论文
共 50 条
  • [1] A belief rule-based decision support system for clinical risk assessment of cardiac chest pain
    Kong, Guilan
    Xu, Dong-Ling
    Body, Richard
    Yang, Jian-Bo
    Mackway-Jones, Kevin
    Carley, Simon
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 219 (03) : 564 - 573
  • [2] A Novel Spatial Belief Rule-Based Intelligent Decision Support System
    Calzada, Alberto
    Liu, Jun
    Wang, Hui
    Kashyap, Anil
    2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013), 2013, : 639 - 644
  • [3] Applying a belief rule-base inference methodology to a guideline-based clinical decision support system
    Kong, Guilan
    Xu, Dong-Ling
    Liu, Xinbao
    Yang, Jian-Bo
    EXPERT SYSTEMS, 2009, 26 (05) : 391 - 408
  • [4] Rule Based Clinical Decision Support System for Hematological Disorder
    Chen, Y. Y.
    Goh, K. N.
    Chong, K.
    PROCEEDINGS OF 2013 IEEE 4TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS), 2012, : 43 - 48
  • [5] An Evolutionary Belief Rule-Based Clinical Decision Support System to Predict COVID-19 Severity under Uncertainty
    Ahmed, Faisal
    Hossain, Mohammad Shahadat
    Ul Islam, Raihan
    Andersson, Karl
    APPLIED SCIENCES-BASEL, 2021, 11 (13):
  • [6] A Belief Rule Based Clinical Decision Support System to Assess Suspicion of Heart Failure from Signs, Symptoms and Risk Factors
    Rahaman, Saifur
    Hossain, Mohammad Shahadat
    2013 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2013,
  • [7] A cooperative belief rule based decision support system for lymph node metastasis diagnosis in gastric cancer
    Zhou, Zhi-Guo
    Liu, Fang
    Li, Ling-Ling
    Jiao, Li-Cheng
    Zhou, Zhi-Jie
    Yang, Jian-Bo
    Wang, Zhi-Long
    KNOWLEDGE-BASED SYSTEMS, 2015, 85 : 62 - 70
  • [8] An Intelligent Decision Support Tool Based on Belief Rule-Based Inference Methodology
    Calzada, Alberto
    Liu, Jun
    Wang, Hui
    Martinez, Luis
    Kashyap, Anil
    IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ 2011), 2011, : 2638 - 2643
  • [9] Belief rule-based classification system: Extension of FRBCS in belief functions framework
    Jiao, Lianmeng
    Pan, Quan
    Denoeux, Thierry
    Liang, Yan
    Feng, Xiaoxue
    INFORMATION SCIENCES, 2015, 309 : 26 - 49
  • [10] A Framework of Fimergency Clinical Decision Support System based on MDA and Resource Model
    Jiang, Lihong
    Xu, Boyi
    Xie, Cheng
    Cai, Hongming
    PROCEEDINGS OF THE 2014 IEEE 18TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD), 2014, : 451 - 456