A Belief Rule-Based Expert System to Assess Bronchiolitis Suspicion from Signs and Symptoms Under Uncertainty

被引:0
|
作者
Karim, Razuan [1 ]
Hossain, Mohammad Shahadat [2 ]
Khalid, Md. Saifuddin [3 ]
Mustafa, Rashed [2 ]
Bhuiyan, Tanveer Ahmed [4 ]
机构
[1] Univ Sci & Technol Chittagong, Dept Comp Sci & Engn, Chittagong, Bangladesh
[2] Univ Chittagong, Dept Comp Sci & Engn, Chittagong, Bangladesh
[3] Aalborg Univ, Dept Learning & Philosophy, Aalborg, Denmark
[4] Aalborg Univ, Dept Hlth Sci & Technol, Aalborg, Denmark
关键词
Bronchiolitis; Signs and symptoms; Uncertainty; Belief Rule-Base (BRB); RIMER; Suspicion;
D O I
10.1007/978-3-319-56994-9_23
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Bronchiolitis is an acute viral infection of the bronchioles-a common disease that affects millions of children around the world. Clinically, the disease is suspected by observing the signs and symptoms. The signs and symptoms are difficult to measure with 100% certainty, which make suspecting Bronchiolitis inaccurate while suspecting severity level as well. So, the paper aims at designing and developing a Belief Rule-Based Expert System (BRBES), which can suspect Bronchiolitis under uncertainty and increase accuracy. Belief rule based inference methodology has been considered to develop the inference engine of the expert system while the belief rule base has been used to develop the knowledge-base. The reliability of the BRBES has been tested by using real patient data and compared with the expert opinion.
引用
收藏
页码:331 / 343
页数:13
相关论文
共 50 条
  • [1] A belief rule-based expert system to assess suspicion of acute coronary syndrome (ACS) under uncertainty
    Mohammad Shahadat Hossain
    Saifur Rahaman
    Rashed Mustafa
    Karl Andersson
    [J]. Soft Computing, 2018, 22 : 7571 - 7586
  • [2] A belief rule-based expert system to assess suspicion of acute coronary syndrome (ACS) under uncertainty
    Hossain, Mohammad Shahadat
    Rahaman, Saifur
    Mustafa, Rashed
    Andersson, Karl
    [J]. SOFT COMPUTING, 2018, 22 (22) : 7571 - 7586
  • [3] A Belief Rule-Based Expert System to Assess Mental Disorder under Uncertainty
    Hossain, Mohammad Shahadat
    Monrat, Ahmed Afif
    Hasan, Mamun
    Karim, Razuan
    Bhuiyan, Tanveer Ahmed
    Khalid, Md. Saifuddin
    [J]. 2016 5TH INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS AND VISION (ICIEV), 2016, : 1089 - 1094
  • [4] A Belief Rule Based Expert System to Assess Tuberculosis under Uncertainty
    Hossain, Mohammad Shahadat
    Ahmed, Faisal
    Fatema-Tuj-Johora
    Andersson, Karl
    [J]. JOURNAL OF MEDICAL SYSTEMS, 2017, 41 (03)
  • [5] A Belief Rule Based Expert System to Assess Tuberculosis under Uncertainty
    Mohammad Shahadat Hossain
    Faisal Ahmed
    Karl Fatema-Tuj-Johora
    [J]. Journal of Medical Systems, 2017, 41
  • [6] A Belief Rule Based Expert System to Assess Autism under Uncertainty
    Alharbi, Saad Talal
    Hossain, Mohammad Shahadat
    Monrat, Ahmed Afif
    [J]. WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, WCECS 2015, VOL I, 2015, : 483 - 490
  • [7] A Belief Rule based Expert System to Assess Clinical Bronchopneumonia Suspicion
    Karim, Razuan
    Andersson, Karl
    Hossain, Mohammad Shahadat
    Uddin, Md. Jasim
    Meah, Md. Perveg
    [J]. PROCEEDINGS OF 2016 FUTURE TECHNOLOGIES CONFERENCE (FTC), 2016, : 655 - 660
  • [8] A Belief Rule Based Expert System to Assess Lung Cancer under Uncertainty
    Hossain, Mohammad Shahadat
    Hasan, Muhammad Asif
    Uddin, Mejbah
    Islam, Md. Monirul
    Mustafa, Rashed
    [J]. 2015 18TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT), 2015, : 413 - 418
  • [9] 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
    [J]. 2013 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2013,
  • [10] An Integrated Deep Learning and Belief Rule-Based Expert System for Visual Sentiment Analysis under Uncertainty
    Zisad, Sharif Noor
    Chowdhury, Etu
    Hossain, Mohammad Shahadat
    Ul Islam, Raihan
    Andersson, Karl
    [J]. ALGORITHMS, 2021, 14 (07)