An Approach to Intuitionistic Fuzzy Decision Trees

被引:0
作者
Bujnowski, Pawel [1 ]
Szmidt, Eulalia [1 ,2 ]
Kacprzyk, Janusz [1 ,2 ]
机构
[1] Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, Poland
[2] Warsaw Sch Informat Technol, PL-01447 Warsaw, Poland
来源
PROCEEDINGS OF THE 2015 CONFERENCE OF THE INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY | 2015年 / 89卷
关键词
Classification; decision tree; fuzzy decision tree; intuitionistic fuzzy decision tree; ENTROPY;
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
An approach to construct a new classifier called an intuitionistic fuzzy decision tree is presented. Well known benchmark data is used to analyze the performance of the classifier. The results are compared to some other popular classification algorithms. Finally, the classifier behavior is verified while solving a real-world classification problem.
引用
收藏
页码:1253 / 1260
页数:8
相关论文
共 50 条
  • [11] Analysis on the fuzzy filter in fuzzy decision trees
    Li, FC
    Sun, J
    Wang, XZ
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1457 - 1462
  • [12] A novel approach for software defect prediction using fuzzy decision trees
    Marian, Zsuzsanna
    Mircea, Ioan-Gabriel
    Czibula, Istvan-Gergely
    Czibula, Gabriela
    PROCEEDINGS OF 2016 18TH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING (SYNASC), 2016, : 240 - 247
  • [13] AN INTUITIONISTIC FUZZY GROUP DECISION-MAKING APPROACH BASED ON ENTROPY AND SIMILARITY MEASURES
    Wei, Cuiping
    Tang, Xijin
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2011, 10 (06) : 1111 - 1130
  • [14] An fuzzy matching method of fuzzy decision trees
    Lee, JWT
    Sun, J
    Yang, LZ
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1569 - 1573
  • [15] Applying a Fuzzy Decision Tree Approach to Soil Classification
    Ribeiro, Mariana V.
    Cunha, Luiz Manoel S.
    Camargo, Heloisa A.
    Rodrigues, Luiz Henrique A.
    INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS, PT I, 2014, 442 : 87 - 96
  • [16] Intuitionistic fuzzy variables: Concepts and applications in decision making
    Pei, Zhi
    EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (22) : 9033 - 9045
  • [17] Fusing Fuzzy Monotonic Decision Trees
    Wang, Jieting
    Qian, Yuhua
    Li Feijiang
    Liang, Jiye
    Ding, Weiping
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (05) : 887 - 900
  • [18] Fuzzy rule based decision trees
    Wang, Xianchang
    Liu, Xiaodong
    Pedrycz, Witold
    Zhang, Lishi
    PATTERN RECOGNITION, 2015, 48 (01) : 50 - 59
  • [19] Neuro-fuzzy decision trees
    Bhatt, RB
    Gopal, M
    INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2006, 16 (01) : 63 - 78
  • [20] Multiattribute decision making based on the improved intuitionistic fuzzy Einstein weighted averaging operator of intuitionistic fuzzy values
    Kumar, Kamal
    Chen, Shyi-Ming
    INFORMATION SCIENCES, 2021, 568 : 369 - 383