Application of the Levenberg-Marquardt method to the training of spiking neural networks

被引:0
|
作者
Silva, Sergio M. [1 ]
Ruano, Antonio E. [1 ]
机构
[1] Univ Algarve, Fac Sci & Technol, Ctr Intelligent Syst, P-8005139 Faro, Portugal
关键词
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
One of the basic aspects of some neural networks is their attempt to approximate as much as possible their biological counterparts. The goal is to achieve a simple and robust network, easy to comprehend and capable of simulating the human brain at a computational level. This paper presents improvements to the Spikepro algoritm, by introduting a new encoding scheme, and illustrates the application of the Levenberg Marquardt algorithm to this third generation of neural network.
引用
收藏
页码:3978 / +
页数:2
相关论文
共 50 条
  • [21] Backpropagation and Levenberg-Marquardt Algorithm for Training Finite Element Neural Network
    Reynaldi, Arnold
    Lukas, Samuel
    Margaretha, Helena
    2012 SIXTH UKSIM/AMSS EUROPEAN SYMPOSIUM ON COMPUTER MODELLING AND SIMULATION (EMS), 2012, : 89 - 94
  • [22] ON THE COMPLEXITY OF A STOCHASTIC LEVENBERG-MARQUARDT METHOD
    Shao, Weiyi
    Fan, Jinyan
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2024, 20 (03) : 1011 - 1027
  • [23] The application and modeling of the Levenberg-Marquardt algorithm
    Li, Jian-rong
    2010 2ND INTERNATIONAL CONFERENCE ON E-BUSINESS AND INFORMATION SYSTEM SECURITY (EBISS 2010), 2010, : 278 - 280
  • [24] A Levenberg-Marquardt method with approximate projections
    Behling, R.
    Fischer, A.
    Herrich, M.
    Iusem, A.
    Ye, Y.
    COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2014, 59 (1-2) : 5 - 26
  • [25] A quasi-local Levenberg-Marquardt algorithm for neural network training
    Lera, G
    Pinzolas, M
    IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, 1998, : 2242 - 2246
  • [26] A smoothing Levenberg-Marquardt method for NCP
    Zhang, Ju-liang
    Zhang, Xiangsun
    APPLIED MATHEMATICS AND COMPUTATION, 2006, 178 (02) : 212 - 228
  • [27] Levenberg-Marquardt algorithm with adaptive momentum for the efficient training of feedforward networks
    Ampazis, N
    Perantonis, SJ
    IJCNN 2000: PROCEEDINGS OF THE IEEE-INNS-ENNS INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOL I, 2000, : 126 - 131
  • [28] On the convergence properties of the Levenberg-Marquardt method
    Zhang, JL
    OPTIMIZATION, 2003, 52 (06) : 739 - 756
  • [29] A Levenberg-Marquardt method with approximate projections
    R. Behling
    A. Fischer
    M. Herrich
    A. Iusem
    Y. Ye
    Computational Optimization and Applications, 2014, 59 : 5 - 26
  • [30] Convergence analysis of the Levenberg-Marquardt method
    Luo, Xin-Long
    Liao, Li-Zhi
    Tam, Hon Wah
    OPTIMIZATION METHODS & SOFTWARE, 2007, 22 (04): : 659 - 678