Multi-Valued Neuron with a periodic activation function - as part of a multi-layered Neural Network

被引:0
|
作者
Lupea, Valentin Mircea [1 ]
机构
[1] Politehn Univ, Dept Comp Sci, Timisoara, Romania
关键词
Neural Network (NN); Multi-Valued Neuron (MVN); back-propagation; periodic activation;
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 increased functionality of Multi-Value Neuron with a periodic activation function (MVN-P) lead to the idea of integrating it into a multi-layered Neural Network (MLNN) to increase even more its capabilities. For such MLNN up to 1 MVN-P, as output neuron, is sufficient in order to increase the over roll efficiency. Back-propagation correction rule can be applied in order to correct the weights, leading to NN architectures close to that of a classical feed-forward NN. Non-linear multi-thresholds problems were used through-out the validation process with encouraging results presented in the current paper.
引用
收藏
页码:121 / 124
页数:4
相关论文
共 50 条
  • [1] A MULTI-VALUED NEURON WITH A PERIODIC ACTIVATION FUNCTION
    Aizenberg, Igor
    [J]. IJCCI 2009: PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, 2009, : 347 - 354
  • [2] Multi-Valued Neuron with a periodic activation function - learning with negative examples
    Lupea, V. M.
    Cernazanu-Glavan, C.
    [J]. 2014 IEEE 9TH INTERNATIONAL SYMPOSIUM ON APPLIED COMPUTATIONAL INTELLIGENCE AND INFORMATICS (SACI), 2014, : 237 - 241
  • [3] A Multi-Valued Neuron Based Complex ELM Neural Network
    Francesco Grasso
    Antonio Luchetta
    Stefano Manetti
    [J]. Neural Processing Letters, 2018, 48 : 389 - 401
  • [4] A Multi-Valued Neuron Based Complex ELM Neural Network
    Grasso, Francesco
    Luchetta, Antonio
    Manetti, Stefano
    [J]. NEURAL PROCESSING LETTERS, 2018, 48 (01) : 389 - 401
  • [5] Multi-Valued Neuron with a periodic activation function - influence of l-periodic parameter over the learning process
    Lupea, Valentin Mircea
    [J]. 14TH IEEE INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS (CINTI), 2013, : 185 - 188
  • [6] Multi-valued Autoencoders for Multi-valued Neural Networks
    Hata, Ryusuke
    Murase, Kazuyuki
    [J]. 2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 4412 - 4417
  • [7] Learning of the Non-Threshold Functions of Multiple-Valued Logic by a Single Multi-Valued Neuron With a Periodic Activation Function
    Aizenberg, Igor
    [J]. 40TH IEEE INTERNATIONAL SYMPOSIUM ON MULTIPLE-VALUED LOGIC ISMVL 2010, 2010, : 33 - 38
  • [8] FPGA implementation of multi-valued "and/or"-neural network
    Wang, QY
    Nomura, H
    [J]. PROCEEDINGS OF 2003 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS & SIGNAL PROCESSING, PROCEEDINGS, VOLS 1 AND 2, 2003, : 349 - 352
  • [9] Multi-Valued Associative Memory Neural Network
    修春波
    刘向东
    张宇河
    [J]. Journal of Beijing Institute of Technology, 2003, (04) : 352 - 356
  • [10] Learning Nonlinearly Separable mod k Addition Problem Using a Single Multi-Valued Neuron With a Periodic Activation Function
    Aizenberg, Igor
    Caudill, Matthew
    Alexander, Shane
    [J]. 2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010, 2010,