Constructing knowledge-based artificial neural network with rough sets

被引：0
|
作者：
Hang, XS [1 ]
Wang, ZY [1 ]
Xiong, FL [1 ]
机构：
[1] Chinese Acad Sci, Hefei Inst Intelligent Machines, Hefei 230031, Peoples R China
来源：
KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2 | 2001年 / 69卷
关键词：
knowledge-based artificial neural system; rough sets; knowledge reduction; information entropy;
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：
An approach of constructing knowledge-based artificial neural network based on rough sets is proposed. Crude domain knowledge is extracted from the 0-1 table produced from fuzzy information table of example data by a threshold. The extracted initial rules and their accuracy and coverage are used to configure the fuzzy multilayer perceptron-structure and initial weights. An algorithm of attribute-reduction based on information entropy is also proposed in this paper. Results on diagnosises of rice pests show that the performance of this fuzzy neural system is same with that of conventional multi-layer perceptron.
引用
收藏
页码：266 / 272
页数：7
相关论文
共 50 条
  • [1] Yarn quality prediction and diagnosis based on rough set and knowledge-based artificial neural network
    [J]. Yang, Jian-Guo, 1600, Editorial Board of Journal of Dong Hua University (31):
  • [2] Yarn Quality Prediction and Diagnosis Based on Rough Set and Knowledge-Based Artificial Neural Network
    杨建国
    徐兰
    项前
    刘彬
    [J]. Journal of Donghua University(English Edition), 2014, 31 (06) : 817 - 823
  • [3] Knowledge-Based Artificial Neural Network Models for Finline
    Chao Li
    Jun Xu
    Liangjin Xue
    [J]. International Journal of Infrared and Millimeter Waves, 2001, 22 : 351 - 359
  • [4] Knowledge-based artificial neural network models for finline
    Li, C
    Xu, J
    Xue, LJ
    [J]. INTERNATIONAL JOURNAL OF INFRARED AND MILLIMETER WAVES, 2001, 22 (02): : 351 - 359
  • [5] Knowledge-based fuzzy MLP with rough sets
    Banerjee, M
    Mitra, S
    Pal, SK
    [J]. 1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 499 - 504
  • [6] Structural Damage Identification Based on Rough Sets and Artificial Neural Network
    Liu, Chengyin
    Wu, Xiang
    Wu, Ning
    Liu, Chunyu
    [J]. SCIENTIFIC WORLD JOURNAL, 2014,
  • [7] Knowledge-based artificial neural network for power transformer protection
    Li, Zongbo
    Jiao, Zaibin
    He, Anyang
    [J]. IET GENERATION TRANSMISSION & DISTRIBUTION, 2020, 14 (24) : 5782 - 5791
  • [8] KNOWLEDGE-BASED ARTIFICIAL NEURAL NETWORKS
    TOWELL, GG
    SHAVLIK, JW
    [J]. ARTIFICIAL INTELLIGENCE, 1994, 70 (1-2) : 119 - 165
  • [9] Rough knowledge-based network, fuzziness and classification
    S. Mitra
    M. Banerjee
    S. K. Pal
    [J]. Neural Computing & Applications, 1998, 7 : 17 - 25
  • [10] Rough knowledge-based network, fuzziness and classification
    Mitra, S
    Banerjee, M
    Pal, SK
    [J]. NEURAL COMPUTING & APPLICATIONS, 1998, 7 (01): : 17 - 25
12345