Web based medical decision support system application of Coronary Heart Disease diagnosis with Boolean functions minimization method

被引:19
作者
Basciftci, Fatih [1 ]
Incekara, Hayri [2 ]
机构
[1] Selcuk Univ, Dept Elect & Comp Educ, Tech Educ Fac, TR-42003 Selcuklu, Konya, Turkey
[2] Selcuk Univ, Grad Sch Nat & Appl Sci, TR-42003 Selcuklu, Konya, Turkey
关键词
Expert System; Boolean function minimization; Coronary Heart Disease; Heart attack; Reduced rule base;
D O I
10.1016/j.eswa.2011.04.211
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
Heart and vein diseases are one of the most important health problems. The number of the people who died of heart and vein diseases is more than the number of the people who died of all other health problems and natural disasters. In order to decrease this number, the intervention must be started very earlier and people must be informed about this subject. In this study, Medical Expert System has been used all the probabilities of CHD has been determined (9 symptoms, 2(9) = 512 different occasions) and from these probabilities, an accuracy table has been formed. This accuracy table has been simplified with the Boolean functions simplifying methods. 94 rules have been achieved by the Boolean functions minimization method. The rules achieved have formed the Expert System's rule base. 303 patients' values have been compared with the realized Expert System. The Medical Expert System which was formed as a result of the evaluation has evaluated men with 86.5%, women with 84.5% and in general with 86.1% accuracy rate. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:14037 / 14043
页数:7
相关论文
共 30 条
[1]
ALLAHVERDI N, 2002, UZMAN SISTEMLER
[2]
Babalik A., 2007, J TECHNICAL ONLINE, V6, P110
[3]
Basciftci Fatih, 2007, EUROCON 2007. International Conference on "Computer as a Tool", P432, DOI 10.1109/EURCON.2007.4400396
[4]
Basciftci Fatih, 2007, EUROCON 2007. International Conference on "Computer as a Tool", P427, DOI 10.1109/EURCON.2007.4400394
[5]
Basciftci F., 2006, THESIS SELCUK U
[6]
Brayton R.K., 1984, Logic minimization algorithms for VLSI synthesis
[7]
Chang CC, 2008, PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, P3726, DOI 10.1109/ICMLC.2008.4621053
[8]
Web Based Medical Expert System with a Self Training Heuristic Rule Induction Algorithm [J].
Chorbev, Ivan ;
Mihajlov, Dragan ;
Jolevski, Ilija .
2009 FIRST INTERNATIONAL CONFERENCE ON ADVANCES IN DATABASES, KNOWLEDGE, AND DATA APPLICATIONS, 2009, :143-+
[9]
INTERNATIONAL APPLICATION OF A NEW PROBABILITY ALGORITHM FOR THE DIAGNOSIS OF CORONARY-ARTERY DISEASE [J].
DETRANO, R ;
JANOSI, A ;
STEINBRUNN, W ;
PFISTERER, M ;
SCHMID, JJ ;
SANDHU, S ;
GUPPY, KH ;
LEE, S ;
FROELICHER, V .
AMERICAN JOURNAL OF CARDIOLOGY, 1989, 64 (05) :304-310
[10]
MODELS OF INCREMENTAL CONCEPT-FORMATION [J].
GENNARI, JH ;
LANGLEY, P ;
FISHER, D .
ARTIFICIAL INTELLIGENCE, 1989, 40 (1-3) :11-61