Adaptive fuzzy aggregation neurons for knowledge-based networks

被引:0
|
作者
Salido, JMF [1 ]
Murakami, S [1 ]
机构
[1] Kyushu Inst Technol, Fac Engn, Dept Comp Sci, Tobata Ku, Kitakyushu, Fukuoka 8048550, Japan
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we show how to design fuzzy aggregators for the neurons used in Knowledge-Based Networks using the novel concept of orness distribution functions. In this way, the nature of the neurons (and like, or like or compensated) can be adapted through the learning procedure of the network to the specific characteristics of the problem at hand. An example application of this method to the Wisconsin Breast Cancer Database is also provided.
引用
收藏
页码:1528 / 1532
页数:5
相关论文
共 50 条
  • [1] Fuzzy-set based models of neurons and knowledge-based networks
    Pedrycz, Witold
    Rocha, Armando F.
    [J]. IEEE Transactions on Fuzzy Systems, 1993, 1 (04) : 254 - 266
  • [2] Fuzzy Adaptive Knowledge-Based Inference Neural Networks: Design and Analysis
    Liu, Shuangrong
    Oh, Sung-Kwun
    Pedrycz, Witold
    Yang, Bo
    Wang, Lin
    Seo, Kisung
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (09) : 4875 - 4888
  • [3] Reliable Knowledge-Based Adaptive Tests by Credal Networks
    Mangili, Francesca
    Bonesana, Claudio
    Antonucci, Alessandro
    [J]. SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, ECSQARU 2017, 2017, 10369 : 282 - 291
  • [4] Fuzzy knowledge-based adaptive image watermarking by the method of moments
    Papakostas, G. A.
    Tsougenis, E. D.
    Koulouriotis, D. E.
    [J]. COMPLEX & INTELLIGENT SYSTEMS, 2016, 2 (03) : 205 - 220
  • [5] Fuzzy knowledge-based adaptive image watermarking by the method of moments
    G. A. Papakostas
    E. D. Tsougenis
    D. E. Koulouriotis
    [J]. Complex & Intelligent Systems, 2016, 2 (3) : 205 - 220
  • [6] Prior knowledge for fuzzy knowledge-based artificial neural networks from fuzzy set covering
    van Zyl, J
    Cloete, I
    [J]. 2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 2413 - 2418
  • [7] Application of Fuzzy DEMATEL in Risks Evaluation of Knowledge-Based Networks
    Abbasi, M.
    Hosnavi, R.
    Tabrizi, B.
    [J]. JOURNAL OF OPTIMIZATION, 2013, 2013
  • [8] Knowledge-based adaptive fuzzy control of drum level in a boiler system
    VanLandingham, HF
    Tripathi, ND
    [J]. SOUTHCON/96 - CONFERENCE RECORD, 1996, : 454 - 459
  • [9] TOWARDS KNOWLEDGE-BASED NETWORKS
    WILLIS, P
    DUFOUR, IG
    [J]. BT TECHNOLOGY JOURNAL, 1995, 13 (02): : 87 - 93
  • [10] A knowledge-based inference multicast protocol using adaptive fuzzy Petri nets
    Chiang, Tzu-Chiang
    Tai, Cheng-Feng
    Hou, Ting-Wei
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) : 8115 - 8123