A neural network equivalent to a neuro-fuzzy system for classification

被引：0
|
作者：
Rutkowska, D [1 ]
机构：
[1] Czestochowa Tech Univ, Dept Comp Engn, PL-42200 Czestochowa, Poland
来源：
NEURAL NETWORKS AND SOFT COMPUTING | 2003年
关键词：
neural networks; neuro-fuzzy systems; classification;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The paper presents a neural network that is equivalent to a connectionist neurofuzzy system designed for classification problems. The neural network is a single-layer network that contains classical neurons with a specific activation function. The weights of the linear part of the neurons as well as the nonlinear functions have an interpretation related to the corresponding neuro-fuzzy system. Examples of classification problems solved by means of this network are illustrated.
引用
收藏
页码：551 / 556
页数：6
相关论文
共 50 条
  • [1] Classification of aorta insufficiency and stenosis using MLP neural network and Neuro-fuzzy system
    Hardalaç, F
    Barisçi, N
    Ergün, U
    [J]. PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2004, 20 (04): : 155 - 165
  • [2] Classification of mitral insufficiency and stenosis using MLP neural network and neuro-fuzzy system
    Barýpçý N.
    Ergün U.
    Ilkay E.
    Serhatlýoolu S.
    Hardalaç F.
    Güler I.
    [J]. Journal of Medical Systems, 2004, 28 (5) : 423 - 436
  • [3] Rule extraction from neuro-fuzzy system for classification using feature weights neuro-fuzzy system for classification
    Singh, Heisnam Rohen
    Biswas, Saroj Kr
    [J]. International Journal of Fuzzy System Applications, 2020, 9 (02) : 59 - 79
  • [4] Neuro-fuzzy network for flavor recognition and classification
    Osowski, S
    Linh, TH
    Brudzewski, K
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2004, 53 (03) : 638 - 644
  • [5] Neuro-fuzzy network for flavour recognition and classification
    Osowski, S
    Linh, TH
    Brudzewski, K
    [J]. IMTC 2002: PROCEEDINGS OF THE 19TH IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, VOLS 1 & 2, 2002, : 1597 - 1601
  • [6] Neuro-fuzzy system for cardiac signals classification
    Azar, Ahmad Taher
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2011, 13 (1-2) : 108 - 116
  • [7] ECG beat classification using neuro-fuzzy network
    Engin, M
    [J]. PATTERN RECOGNITION LETTERS, 2004, 25 (15) : 1715 - 1722
  • [8] Network Intrusion Detection Based on Neuro-Fuzzy Classification
    Toosi, Adel Nadjaran
    Kahani, Mohsen
    Monsefi, Reza
    [J]. 2006 INTERNATIONAL CONFERENCE ON COMPUTING & INFORMATICS (ICOCI 2006), 2006, : 345 - +
  • [9] Neuro-fuzzy network for the classification of buried pipe defects
    Sinha, SK
    Fieguth, PW
    [J]. AUTOMATION IN CONSTRUCTION, 2006, 15 (01) : 73 - 83
  • [10] A modular neuro-fuzzy network for musical instruments classification
    Fanelli, AM
    Castellano, G
    Buscicchio, CA
    [J]. MULTIPLE CLASSIFIER SYSTEMS, 2000, 1857 : 372 - 382
12345