A Novel Extracting Medical Diagnosis Rules Based on Rough Sets

被引:0
|
作者
Xiang Jianwei [1 ]
Xia Ke [1 ]
机构
[1] Hunan Univ Technol, Sch Comp & Communicate, Zhuzhou, Peoples R China
关键词
D O I
10.1109/GRC.2009.5255051
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Analysis of how to extract medical diagnosis rules from medical cases. Based on the rough set theory, a way of acquiring knowledge is introduced Using this theory, we analyze the data, propose some possible rules and reveal an optimized probability formula. The steps of implementation, which includes the continual information discrimination system, information reduction system, decision acquirement rules, decision model generation, etc., are explained through case study. In the end, the whole process of knowledge acquirement is discussed, which can effectively solve the choke point problem of acquiring knowledge in the expert system. At the same time, it also provides a new way to solve the application of artificial intelligence technology in the field of medicinal diagnosis.
引用
收藏
页码:608 / 611
页数:4
相关论文
共 50 条
  • [31] A novel hybrid approach of rough sets and neural networks for extracting classification knowledge
    Wang Xuan
    Lv Jiake
    Wu Wei
    Liu Hongbin
    Xie Deti
    ADVANCED COMPUTER TECHNOLOGY, NEW EDUCATION, PROCEEDINGS, 2007, : 59 - 65
  • [32] Rough Sets and Gaussian Mixture Model in Medical Image Diagnosis
    Ion, Anca Loredana
    ANNALS OF THE UNIVERSITY OF CRAIOVA-MATHEMATICS AND COMPUTER SCIENCE SERIES, 2011, 38 (04): : 50 - 62
  • [33] Pi-distance of rough neutrosophic sets for medical diagnosis
    Edward Samuel, A.
    Narmadhagnanam, R.
    Neutrosophic Sets and Systems, 2019, 28 (2019): : 51 - 57
  • [34] Pi-Distance of Rough Neutrosophic Sets for Medical Diagnosis
    Samuel, A. Edward
    Narmadhagnanam, R.
    NEUTROSOPHIC SETS AND SYSTEMS, 2019, 28 : 51 - 57
  • [35] A Novel Neighborhood Rough set Based Classification Approach for Medical Diagnosis
    Kumar, S. Udhaya
    Inbarani, H. Hannah
    GRAPH ALGORITHMS, HIGH PERFORMANCE IMPLEMENTATIONS AND ITS APPLICATIONS (ICGHIA 2014), 2015, 47 : 351 - 359
  • [36] Extracting diagnostic taxonomy using rough sets
    Tsumoto, S
    2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS, 2003, : 2696 - 2701
  • [37] A New Heuristic Algorithm of Rules Generation Based on Rough Sets
    Liu, Zhe
    Li, Yijie
    ISBIM: 2008 INTERNATIONAL SEMINAR ON BUSINESS AND INFORMATION MANAGEMENT, VOL 1, 2009, : 291 - 294
  • [38] Towards Visualization of rules based on rough sets and graphical modeling
    Tsumoto, S
    DATA MINING AND KNOWLEDGE DISCOVERY: TOOLS AND TECHNOLOGY V, 2003, 5098 : 71 - 81
  • [39] Mining class-bridge rules based on rough sets
    Zhang, Shichao
    Chen, Feng
    Jin, Zhi
    Wang, Ruili
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) : 6453 - 6460
  • [40] Automated extraction of decision rules from medical databases - A rough sets approach
    Brtka, Vladimir
    Berkovic, Ivana
    Stokic, Edith
    Srdic, Bijana
    2007 5TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SYSTEMS & INFORMATICS, 2007, : 27 - +