On the robustness of fuzzy inference mechanism

被引:0
|
作者
Emami, MR [1 ]
Melek, WW [1 ]
Goldenberg, AA [1 ]
机构
[1] Univ Toronto, Dept Mech & Ind Engn, Robot & Automat Lab, Toronto, ON, Canada
关键词
D O I
10.1109/NAFIPS.1999.781729
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The robustness performance of the fuzzy inference mechanism is investigated in terms of maximum deviation of the fuzzy and crisp output as a result of deviation in the input membership grades. A parameterized formulation of fuzzy reasoning helps us adjust the robustness by varying the inference parameters. This feature will improve the generalization capability of the fuzzy-logic models as illustrated in an example.
引用
收藏
页码:431 / 435
页数:5
相关论文
共 50 条
  • [31] Fuzzy inference mechanism for recognition of contact states in intelligent robotic assembly
    Jakovljevic, Zivana
    Petrovic, Petar B.
    Mikovic, Vladimir Dj.
    Pajic, Miroslav
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2014, 25 (03) : 571 - 587
  • [32] Robustness of interval-valued fuzzy inference triple I algorithms based on normalized Minkowski distance
    Luo, Minxia
    Liu, Bei
    [J]. JOURNAL OF LOGICAL AND ALGEBRAIC METHODS IN PROGRAMMING, 2017, 86 (01) : 298 - 307
  • [33] Investigation of the robustness of adaptive neuro-fuzzy inference system for tracking moving tumors in external radiotherapy
    Ahmad Esmaili Torshabi
    [J]. Australasian Physical & Engineering Sciences in Medicine, 2014, 37 : 771 - 778
  • [34] Investigation of the robustness of adaptive neuro-fuzzy inference system for tracking moving tumors in external radiotherapy
    Torshabi, Ahmad Esmaili
    [J]. AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE, 2014, 37 (04) : 771 - 778
  • [35] Fuzzy Inference as a Generalization of the Bayesian Inference
    Koroteev M.V.
    Terelyanskii P.V.
    Ivanyuk V.A.
    [J]. Journal of Mathematical Sciences, 2016, 216 (5) : 685 - 691
  • [36] Bayesian Inference with Certifiable Adversarial Robustness
    Wicker, Matthew
    Laurenti, Luca
    Patane, Andrea
    Chen, Zhoutong
    Zhang, Zheng
    Kwiatkowska, Marta
    [J]. 24TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS (AISTATS), 2021, 130
  • [37] Multiple robustness estimation in causal inference
    Wang, Lei
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2019, 48 (23) : 5701 - 5718
  • [38] Robustness of inference of haplotype block structure
    Schwartz, R
    Halldórsson, BV
    Bafna, V
    Clark, AG
    Istrail, S
    [J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 2003, 10 (01) : 13 - 19
  • [39] Isoseparation and robustness in parametric Bayesian inference
    Jim Q. Smith
    Fabio Rigat
    [J]. Annals of the Institute of Statistical Mathematics, 2012, 64 : 495 - 519
  • [40] The Remarkable Robustness of LLMs: Stages of Inference?
    Lad, Vedang
    Gurnee, Wes
    Tegmark, Max
    [J]. arXiv,