Application of fuzzy neural networks for the data clusterization problem

被引:2
|
作者
P. N. Zvyagin
机构
[1] St. Petersburg State Marine Technical University,Department of Applied Mathematics
[2] St. Petersburg Polytechnic University,Department of High Mathematics
关键词
Cluster Center; Information Optic; Fuzzy Neural Network; Optical Memory; Membership Matrix;
D O I
10.3103/S1060992X07020075
中图分类号
学科分类号
摘要
The fuzzy neural network for pattern clusterization is described. The network training is based on c-means algorithm. An original methodology for the statistical interpretation of result of c-means clusterization is proposed. As an example, the clusterization of vessel hull tenzo measurements on the arctic route. An approach to preprocessing of the raw measurements for the further usage by means of the described methods is discussed.
引用
收藏
页码:104 / 110
页数:6
相关论文
共 50 条
  • [1] Neural networks for extraction of fuzzy logic rules with application to EEG data
    Holena, M
    ADAPTIVE AND NATURAL COMPUTING ALGORITHMS, 2005, : 369 - 372
  • [2] Fuzzy min–max neural networks for categorical data: application to missing data imputation
    Pilar Rey-del-Castillo
    Jesús Cardeñosa
    Neural Computing and Applications, 2012, 21 : 1349 - 1362
  • [3] APPLICATION OF NEURAL NETWORKS TO FUZZY CONTROL
    BOUSLAMA, F
    ICHIKAWA, A
    NEURAL NETWORKS, 1993, 6 (06) : 791 - 799
  • [4] Application of fuzzy neural networks in QFD
    Ni, L
    Zheng, HY
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2: MODERN INDUSTRIAL ENGINEERING AND INNOVATION IN ENTERPRISE MANAGEMENT, 2005, : 409 - 413
  • [5] Sound Fields Clusterization via Neural Networks
    Koprinkova-Hristova, Petia
    Alexiev, Kiril
    2014 IEEE INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA 2014), 2014, : 368 - 374
  • [6] Recurrent neural networks for fuzzy data
    Freitag, Steffen
    Graf, Wolfgang
    Kaliske, Michael
    INTEGRATED COMPUTER-AIDED ENGINEERING, 2011, 18 (03) : 265 - 280
  • [7] Fuzzy min-max neural networks for categorical data: application to missing data imputation
    Rey-del-Castillo, Pilar
    Cardenosa, Jesus
    NEURAL COMPUTING & APPLICATIONS, 2012, 21 (06): : 1349 - 1362
  • [8] RECONSIDERING THE APPLICATION SCOPE OF FUZZY NEURAL NETWORKS
    Yen, Eva C.
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2011, 19 (06) : 1047 - 1058
  • [9] Application of fuzzy neural networks on financial problems
    Rast, M
    1997 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 1997, : 347 - 349
  • [10] Fuzzy neural networks and application to the FBC process
    Ikonen, E
    Najim, K
    IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1996, 143 (03): : 259 - 269