Learning algorithm for pattern classification using cellular neural networks

被引:8
|
作者
Grassi, G [1 ]
Di Sciascio, E
机构
[1] Univ Lecce, Dipartimento Ingn Innovazione, I-73100 Lecce, Italy
[2] Politecn Bari, Dipartimento Elettrotecn & Elettron, I-70125 Bari, Italy
关键词
D O I
10.1049/el:20001368
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A new learning algorithm for pattern classification using cellular neural networks is described. The authors show that patterns belonging to the training set as well as patterns outside it can be classified reliably using the proposed algorithm. Comparisons with well established classification techniques clearly highlight the performances of the approach developed herein.
引用
收藏
页码:1941 / 1943
页数:3
相关论文
共 50 条
  • [1] Training Neural Networks Using Salp Swarm Algorithm for Pattern Classification
    Abusnaina, Ahmed A.
    Ahmad, Sobhi
    Jarrar, Radi
    Mafarja, Majdi
    [J]. ICFNDS'18: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND DISTRIBUTED SYSTEMS, 2018,
  • [2] Pattern classification using neural networks
    [J]. Lippmann, Richard P, 1600, (27):
  • [3] Texture classification and segmentation by cellular neural networks using genetic learning
    Sziranyi, T
    Csapodi, M
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 1998, 71 (03) : 255 - 270
  • [4] Multistrategy learning using genetic algorithms and neural networks for pattern classification
    Zhou, YH
    Zhang, ZH
    Lu, YC
    Shi, CY
    [J]. INFORMATION INTELLIGENCE AND SYSTEMS, VOLS 1-4, 1996, : 1686 - 1689
  • [5] A learning algorithm for oscillatory cellular neural networks
    Ho, CY
    Kurokawa, H
    [J]. NEURAL NETWORKS, 1999, 12 (06) : 825 - 836
  • [6] A learning algorithm for oscillatory cellular neural networks
    Department of Electronic Engineering, City Univ. Hong Kong, 83 Tat Chee A., Kowloon, Hong Kong
    不详
    [J]. Neural Netw, 6 (825-836):
  • [7] Multiclass pattern classification using neural networks
    Ou, GB
    Murphey, YL
    Feldkamp, L
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, 2004, : 585 - 588
  • [8] PATTERN-CLASSIFICATION USING NEURAL NETWORKS
    LIPPMANN, RP
    [J]. IEEE COMMUNICATIONS MAGAZINE, 1989, 27 (11) : 47 - 64
  • [9] Multiplierless digital learning algorithm for cellular neural networks
    Perfetti, R
    Costantini, G
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2001, 48 (05): : 630 - 635
  • [10] Training cellular neural networks with stable learning algorithm
    Moreno-Armendariz, Marco A.
    Pazienza, Giovanni Egidio
    Yu, Wen
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 1, 2006, 3971 : 558 - 563