Feed-forward neural networks with sigmoidal and radial basis functions hidden neurons

被引:0
|
作者
Valova, I [1 ]
Gueorguieva, N [1 ]
Kempka, M [1 ]
机构
[1] Massachusetts Univ, N Dartmouth, MA 02747 USA
关键词
multi-layer perceptron; radial basis functions neural networks; benchmark tests; intertwined spiral problem;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This discussion paper concentrates on a possible combination of different activation functions in the multilayered perceptron (MLP) for classification tasks. The activation functions, which are combined are the sigmoidal and the radial basis function. We propose this approach to modification of MLP as solutions to some of the shortfalls of this network.
引用
收藏
页码:1630 / 1635
页数:6
相关论文
共 50 条
  • [21] Water use prediction by radial and feed-forward neural nets
    Yurdusev, Mehmet Ali
    Firat, Mahmut
    Mermer, Mutlu
    Turan, Mustafa Erkan
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-WATER MANAGEMENT, 2009, 162 (03) : 179 - 188
  • [22] Piecewise-linear modeling of analog circuits using trained feed-forward neural networks and adaptive clustering of hidden neurons
    Doboli, S
    Gothoskar, G
    Doboli, A
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 1126 - 1131
  • [23] On the Duality Between Belief Networks and Feed-Forward Neural Networks
    Baggenstoss, Paul M.
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 30 (01) : 190 - 200
  • [24] Field Programmable Neural Array for Feed-Forward Neural Networks
    Bohrn, Marek
    Fujcik, Lukas
    Vrba, Radimir
    2013 36TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), 2013, : 727 - 731
  • [25] Evaluation of feed-forward back propagation and radial basis function neural networks in simultaneous kinetic spectrophotometric determination of nitroaniline isomers
    Hasani, Masoumeh
    Emami, Fereshteh
    TALANTA, 2008, 75 (01) : 116 - 126
  • [26] Ear recognition with feed-forward artificial neural networks
    Sibai, Fadi N.
    Nuaimi, Amna
    Maamari, Amna
    Kuwair, Rasha
    NEURAL COMPUTING & APPLICATIONS, 2013, 23 (05): : 1265 - 1273
  • [27] Feed-forward and recurrent neural networks in signal prediction
    Prochazka, Ales
    Pavelka, Ales
    ICCC 2007: 5TH IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL CYBERNETICS, PROCEEDINGS, 2007, : 93 - 96
  • [28] Probabilistic robustness estimates for feed-forward neural networks
    Couellan, Nicolas
    NEURAL NETWORKS, 2021, 142 : 138 - 147
  • [29] Ear recognition with feed-forward artificial neural networks
    Fadi N. Sibai
    Amna Nuaimi
    Amna Maamari
    Rasha Kuwair
    Neural Computing and Applications, 2013, 23 : 1265 - 1273
  • [30] Feed-forward neural networks for secondary structure prediction
    Barlow, T.W.
    Journal of Molecular Graphics, 1995, 13 (03):