Acute leukemia diagnosis aid using multicriteria fuzzy assignment methodology

被引:34
作者
Belacel, N
Vincke, P
Scheiff, JM
Boulassel, MR
机构
[1] Free Univ Brussels, Inst Stat & Operat Res, B-1050 Brussels, Belgium
[2] Free Univ Brussels, Serv Math Gest, B-1050 Brussels, Belgium
[3] Univ Catholique Louvain, Hop St Luc, Lab Morphol Hematol, B-1200 Brussels, Belgium
[4] Univ Catholique Louvain, Hop St Luc, Lab Auto Immun, B-1200 Brussels, Belgium
关键词
computer-aided diagnosis; classification; fuzzy sets; fuzzy relations; acute leukemia;
D O I
10.1016/S0169-2607(00)00100-0
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We recently developed ii new multicriteria classification method called PROAFTN to help medical diagnosis. The aim of this paper is to present the application of the proposed method for the diagnosis of acute leukemia (AL). The implementation of PROAFTN was carried out on cytological data of 108 cases of AL, using the classification rules of French, American and British hematologists, acid was then applied on an independent test set of 83 cases of AL. Forty-seven features, obtained by examining patients' bone-marrow smears with light microscope, defined each case. In order to determine the percentage of correct classifications for each subtype of AL, we compared our results with the clinical diagnosis given previously by the hematologist. 96.4% of the cases were correctly classified by the program, suggesting that the method yields good results in terms of discrimination between AL subtypes. (C) 2001 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:145 / 151
页数:7
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