Medical Diagnosis with Type-2 Fuzzy Decision Trees

被引：0
|
作者：
Bartczuk, Lukasz [1 ]
Rutkowska, Danuta [1 ]
机构：
[1] Czestochowa Tech Univ, Dept Comp Engn, Czestochowa, Poland
来源：
COMPUTERS IN MEDICAL ACTIVITY | 2009年 / 65卷
关键词：
Type-2 fuzzy sets; decision trees; medical diagnosis;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we propose type-2 fuzzy decision trees in application to medical diagnosis. This means that attribute values employed in the tree structures may be characterized by type-2 fuzzy sets. Three medical benchmark data sets, available on the Internet, have been used to illustrate results of diagnosis obtained by this method.
引用
收藏
页码：11 / 21
页数：11
相关论文
共 50 条
  • [1] Fuzzy Reasoning for Medical Diagnosis Based on Type-2 Fuzzy Aggregation
    Fujita, Hamido
    Kurematsu, Masaki
    Hakura, Jun
    NEW TRENDS IN SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES, 2012, 246 : 336 - 350
  • [2] Interval Type-2 Fuzzy DSS for Unbiased Medical Diagnosis
    Pota, Marco
    Esposito, Massimo
    De Pietro, Giuseppe
    2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2016, : 3340 - 3345
  • [3] Medical diagnosis using interval type-2 fuzzy similarity measures
    Cherif, Sahar
    Kchaou, Hamdi
    Ksibi, Amel
    Aldehim, Ghadah
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2024, 27 (08): : 10455 - 10466
  • [4] Switching between type-2 fuzzy sets and intuitionistic fuzzy sets: an application in medical diagnosis
    Chung-Ming Own
    Applied Intelligence, 2009, 31 : 283 - 291
  • [5] Switching between type-2 fuzzy sets and intuitionistic fuzzy sets: an application in medical diagnosis
    Own, Chung-Ming
    APPLIED INTELLIGENCE, 2009, 31 (03) : 283 - 291
  • [6] A K-means Interval Type-2 Fuzzy Neural Network for Medical Diagnosis
    Tien-Loc Le
    Tuan-Tu Huynh
    Lin, Lo-Yi
    Lin, Chih-Min
    Chao, Fei
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2019, 21 (07) : 2258 - 2269
  • [7] A K-means Interval Type-2 Fuzzy Neural Network for Medical Diagnosis
    Tien-Loc Le
    Tuan-Tu Huynh
    Lo-Yi Lin
    Chih-Min Lin
    Fei Chao
    International Journal of Fuzzy Systems, 2019, 21 : 2258 - 2269
  • [8] A Comparison Between Fuzzy Type-1 and Type-2 Systems in Medical Decision Making: A Systematic Review
    Orooji, Azam
    Langarizadeh, Mostafa
    Hassanzad, Maryam
    Zarkesh, Mohamad Reza
    CRESCENT JOURNAL OF MEDICAL AND BIOLOGICAL SCIENCES, 2019, 6 (03): : 246 - 252
  • [9] From Logical Inference to Decision Trees in Medical Diagnosis
    Albu, Adriana
    2017 IEEE INTERNATIONAL CONFERENCE ON E-HEALTH AND BIOENGINEERING CONFERENCE (EHB), 2017, : 65 - 68
  • [10] Type-2 Fuzzy Rule-based Expert System for Ankylosing spondylitis Diagnosis
    Maftouni, Maede
    Zarandi, M. H. Fazel
    Turksen, I. B.
    Roshani, Faezeh
    2015 Annual Meeting of the North American Fuzzy Information Processing Society DigiPen NAFIPS 2015, 2015,
12345