Intuitionistic Fuzzy Set Application in Bacteria Recognition

被引:0
|
作者
Khatibi, Vahid [1 ]
Montazer, Gholam Ali [1 ]
机构
[1] Tarbiat Modares Univ, Sch Engn, Tehran, Iran
关键词
SIMILARITY MEASURES; PATTERN-RECOGNITION; INFORMATION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
One of the toughest challenges in medical diagnosis is uncertainty handling. The recognition of intestinal bacteria such as Salmonella and Shigella which cause typhoid fever and dysentery, respectively, is one such challenging problem for microbiologists. In this paper, we take an intelligent approach towards the bacteria classification problem by using five similarity measures of fuzzy sets (FSs) and intuitionistic fuzzy sets (IFSs) to examine their capabilities in encountering uncertainty in the medical pattern recognition. Finally, the recognition rates of the measures are calculated among which IFS Mitchel and Hausdorf similarity measures score the best results with 95.27% and 94.48% recognition rates, respectively. On the other hand, FS Euclidean distance yieldes only 85% recognition rate.
引用
收藏
页码:372 / 377
页数:6
相关论文
共 50 条
  • [1] Intuitionistic fuzzy set vs. fuzzy set application in medical pattern recognition
    Khatibi, Vahid
    Montazer, Gholam Ali
    [J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, 2009, 47 (01) : 43 - 52
  • [2] A fuzzy set corresponding to an intuitionistic fuzzy set
    Szmidt, E
    Kacprzyk, J
    [J]. INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 1998, 6 (05) : 427 - 435
  • [3] A Novel Intuitionistic Fuzzy Set Generator with Application to Clustering
    Kaushal, Meenakshi
    Solanki, Rinki
    Lohani, Q. M. Danish
    Muhuri, Pranab K.
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2018,
  • [4] Intuitionistic fuzzy parameterized fuzzy soft set theory and its application
    Joshi, Bhagawati Prasad
    Kumar, Abhay
    Singh, Akhilesh
    Bhatt, Pradeep Kumar
    Bharti, Bhupender Kumar
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (05) : 5217 - 5223
  • [5] Intuitionistic Fuzzy Rough Set Based on the Cut Sets of Intuitionistic Fuzzy Set
    Wu, Le-tao
    Yuan, Xue-hai
    [J]. FUZZY INFORMATION AND ENGINEERING AND DECISION, 2018, 646 : 37 - 45
  • [6] Intuitionistic L-fuzzy set and intuitionistic N-fuzzy set
    Abdullahi, Mujahid
    Ahmad, Tahir
    Ramachandran, Inod
    [J]. MALAYSIAN JOURNAL OF FUNDAMENTAL AND APPLIED SCIENCES, 2018, 14 (01): : 125 - 126
  • [7] Application of fuzzy set to object recognition
    Chen, HY
    Qi, FH
    [J]. JOURNAL OF INFRARED AND MILLIMETER WAVES, 2000, 19 (05) : 381 - 384
  • [8] Emotion Statuses Recognition of Speech Signal Using Intuitionistic Fuzzy Set
    Yang, Taoxiang
    Yang, Jian
    Bi, FuKun
    [J]. 2009 WRI WORLD CONGRESS ON SOFTWARE ENGINEERING, VOL 1, PROCEEDINGS, 2009, : 204 - +
  • [9] INTUITIONISTIC FUZZY-LOGIC AND INTUITIONISTIC FUZZY SET-THEORY
    TAKEUTI, G
    TITANI, S
    [J]. JOURNAL OF SYMBOLIC LOGIC, 1984, 49 (03) : 851 - 866
  • [10] Neutrosophic set - A generalization of the intuitionistic fuzzy set
    Smarandache, Florentin
    [J]. 2006 IEEE International Conference on Granular Computing, 2006, : 38 - 42