JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE) ›› 2022, Vol. 57 ›› Issue (4): 37-47.doi: 10.6040/j.issn.1671-9352.0.2021.335

Previous Articles    

Intuitionistic similarity based on triangular norms and its application

LI Xing-yu, DUAN Jing-yao*   

  1. School of Mathematics and Information Science, Baoji University of Arts and Sciences, Baoji 721013, Shaanxi, China
  • Published:2022-03-29

Abstract: In order to incorporate the similarity analysis of intuitionistic fuzzy sets into the framework of logical reasoning, the two similarities of intuitionistic fuzzy sets based on triangular norm and implication operator are constructed in different ways and proved that they satisfy the four axioms of similarity. As an application, firstly, a medical diagnosis problem about typhoid fever is solved by using the constructed similarity as a measurement, and the result consistent with the intuition by using data analysis. Secondly, the robustness of logical connectives, intuitionistic triangular norm and intuitionistic implication, are analyzed by using the constructed similarity as the disturbance parameter. Furthermore, the robustness of the full implication inference method and the compositional rule of inference method of the intuitionistic fuzzy modus ponens problem are analyzed. The results show that when the input disturbance is very small, the output result changes very little. Both inference methods have good robustness.

Key words: intuitionistic fuzzy set, similarity, triangular norm, robustness analysis

CLC Number: 

  • O159
[1] ZADEH L A. Fuzzy sets[J]. Information and Control, 1965, 8(3):338-353.
[2] ATANASSOV K. Intuitionistic fuzzy sets[J]. Fuzzy Sets and Systems, 1986, 20(1):87-96.
[3] 郑慕聪, 史忠科, 刘艳. 剩余型直觉模糊推理的三I方法[J]. 中国科学(信息科学), 2013, 43(6):810-820. ZHENG Mucong, SHI Zhongke, LIU Yan. Triple I method of residual intuitionistic fuzzy reasoning[J]. Scientia Sinica Informationis, 2013, 43(6):810-820.
[4] PAUL A E, IDOKO C O. Intuitionistic fuzzy statistical correlation algorithm with applications multicriteria based decision-making processes[J]. International Journal of Intelligent Systems, 2021, 36(3):1386-1407.
[5] AUGUSTINE P E. Novel correlation coefficient for intuitionistic fuzzy sets and its application to multicriteria decision-making problems[J]. International Journal of Fuzzy System Applications, 2021, 10(2):39-58.
[6] WEI Anpeng, LI Dengfeng, LIN Pingping, et al. An information-based score function of interval-valued intuitionistic fuzzy sets and its application in multiattribute decision making[J]. Soft Computing, 2020, 25(3):1913-1923.
[7] CAMPAGNER A, DORIGATTI V, CIUCCI D. Entropy-based shadowed set approximation of intuitionistic fuzzy sets[J]. International Journal of Intelligent Systems, 2020, 35(12):2117-2139.
[8] CHE Renqing, SUO Chunfeng, LI Yongming. An approach to construct entropies on interval-valued intuitionistic fuzzy sets by their distance functions[J]. Soft Computing, 2021, 25(1):1-11.
[9] LI Dengfeng, CHENG Chuntian. New similarity measures of intuitionistic fuzzy sets and application to pattern recognitions[J]. Pattern Recognition Letters, 2002,23(2):221-225.
[10] MITCHELL H B. On the Dengfeng-Chuntian similarity measure and its application to pattern recognition[J]. Pattern Recognition Letters, 2003, 24(16):3101-3104.
[11] WANG Weiqiong, XIN Xiaolong. Distance measure between intuitionistic fuzzy sets[J]. Pattern Recognition Letters, 2005, 26(13):2063-2069.
[12] DAI Songsong, PEI Daowu, GUO Donghui. Robustness analysis of full implication inference method[J]. International Journal of Approximate Reasoning, 2013, 54(5):653-666.
[13] DUAN Jingyao, LI Yongming. Robustness analysis of logic metrics on F(X)[J]. International Journal of Approximate Reasoning, 2015, 61(6):33-42.
[14] 王国俊, 段景瑶. 适宜于展开模糊推理的两类模糊度量空间[J]. 中国科学(信息科学), 2014, 44(5):623-632. WANG Guojun, DUAN Jingyao. Two kinds of fuzzy metric spaces suitable for fuzzy reasoning[J]. Scientia Sinica Informationis, 2014, 44(5):623-632.
[15] 段景瑶. 基于模糊逻辑等价算子的直觉相似度[J]. 模糊系统与数学, 2017, 31(1):109-122. DUAN Jingyao. Intuitionistic similarities based on the fuzzy logical equivalence operators[J]. Fuzzy System and Mathematics, 2017, 31(1):109-122.
[16] KLEMENT E P, MESIAR R, PAP E. Triangular norms[M]. Boston: Kluwer, 2000.
[17] 裴道武. 基于三角模的模糊逻辑理论及其应用[M]. 北京: 科学出版社, 2013. PEI Daowu. Fuzzy logic theory based on triangular module and its application[M]. Beijing: Science Press, 2013.
[18] 王国俊. 数理逻辑引论与归结原理 [M]. 北京:科学出版社, 2006. WANG Guojun. Introduction to mathematical logic and resolution principle[M]. Beijing: Science Press, 2006.
[19] DUBOIS D, PRADE H. Fuzzy sets in approximate reasoning[J]. Fuzzy Sets and Systems, 1991, 40(1):143-244.
[20] ZADEH L A. Toward extended fuzzy logic: a first step[J]. Fuzzy Sets and Systems, 2009, 160(21):3175-3181.
[21] 王国俊. 模糊推理的全蕴涵三I算法[J]. 中国科学E辑(技术科学), 1999, 29(1):43-53. WANG Guojun. Full implication triple I algorithm for fuzzy reasoning[J]. Science in China Series E(Technical Sciences), 1999, 29(1):43-53.
[22] PEI Daowu. Unified full implication algorithms of fuzzy reasoning[J]. Information Sciences, 2008, 178(2):520-530.
[23] LIU Huawen, WANG Guojun. Continuity of triple I methods based on several implications[J]. Computers & Mathematics with Applications, 2008, 56(8):2079-2087.
[24] ZHENG Mucong, SHI Zhongke, LIU Yan. Triple I method of approximate reasoning on Atanassovs intuitionistic fuzzy sets[J]. International Journal of Approximate Reasoning, 2014, 55(6):1369-1382.
[25] ZHENG Mucong, LIU Yan. Multiple-rules reasoning based on triple I method on Atanassovs intuitionistic fuzzy sets[J]. International Journal of Approximate Reasoning, 2019, 113(6):196-206.
[26] 惠小静, 井美, 王蓉. 基于直觉模糊推理(1,2,2)-α型泛三I算法的鲁棒性[J]. 电子学报, 2019, 47(2):410-416. HUI Xiaojing, JING Mei, WANG Rong. Robustness of(1,2,2)-α-type pan triple I algorithm based on intuitionistic fuzzy reasoning[J]. Journal of Electronics, 2019, 47(2):410-416.
[27] 井美, 惠小静, 王蓉. 基于相似度的直觉模糊推理反向三I算法的鲁棒性[J]. 电子学报, 2020, 48(2):265-271. JING Mei, HUI Xiaojing, WANG Rong. Robustness of inverse triple I algorithm for intuitionistic fuzzy reasoning based on similarity[J]. Journal of Electronics, 2020, 48(2):265-271.
[28] LUO Minxia, ZHAO Ruirui. A distance measure between intuitionistic fuzzy sets and its application in medical diagnosis[J]. Artificial Intelligence in Medicine, 2018, 89(3):34-39.
[29] 周红军. 概率计量逻辑及其应用[M]. 北京: 科学出版社, 2015. ZHOU Hongjun. Probability measurement logic and its application[M]. Beijing: Science Press, 2015.
[1] ZHANG Jie, ZHANG Yan-lan. Local rough set model based on similarity relation [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2021, 56(3): 77-82.
[2] ZHAO Ya-qi, REN Fang-guo. Representation of matrices and its applications to entropy [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2021, 56(11): 97-104.
[3] ZHENG Huan-ke, ZHANG Jing, YANG Ya-qi, XIONG Mei-hui. Method of uncertain temporal event flow sequence reasoning based on multiple attribute decision making [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2020, 55(7): 67-80.
[4] SUN Qian-qian, LI Xiao-nan. Information measures of interval valued Pythagorean fuzzy sets and their applications [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2019, 54(9): 43-53.
[5] XIONG Xing-guo, LU Ling-xia. MV-algebra valued metric-based fuzzy rough sets [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2019, 54(11): 81-89.
[6] WANG Xin, ZUO Wan-li, ZHU Feng-tong, WANG Ying. Important-node-based community detection algorithm [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2018, 53(11): 67-77.
[7] ZHANG Cong, PEI Jia-huan, HUANG Kai-yu, HUANG De-gen, YIN Zhang-zhi. Semantic graph optimization algorithm based chinesemicroblog opinion summarization [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(7): 59-65.
[8] HUANG Dong, XU Bo, XU Kan, LIN Hong-fei, YANG Zhi-hao. Short text clustering based on word embeddings and EMD [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(7): 66-72.
[9] YU Wen-jing, BI Dong-xu, YAN Xue-feng. The inpainting of affine similarity damaged image based on structure automatic match [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(3): 32-37.
[10] ZHANG Xiao-dong, DONG Wei-guang, TANG Min-an, GUO Jun-feng, LIANG Jin-ping. gOMP reconstruction algorithm based on generalized Jaccard coefficient for compressed sensing [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(11): 23-28.
[11] YU Jun-hong, ZHOU Hong-jun. (T,N)-implication and its basic properties [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(11): 71-81.
[12] HUANG Shu-qin, XU Yong, WANG Ping-shui. User similarity calculation method based on probabilistic matrix factorization and its recommendation application [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2017, 52(11): 37-43.
[13] MA Cheng-long, JIANG Ya-song, LI Yan-ling, ZHANG Yan, YAN Yong-hong. Short text classification based on word embedding similarity [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2014, 49(12): 18-22.
[14] WU Xi-xi, LI Bing-long, ZHANG Tian-qi. A KNN based forensic method of Android smartphone WeChat [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2014, 49(09): 150-153.
[15] WANG Shao-peng, PENG Yan, WANG Jie. Research of the text clustering based on LDA using in network public opinion analysis [J]. JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE), 2014, 49(09): 129-134.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!