An unsupervised competitive neural network based on local inhibitory links

This paper describes a new model of unsupervised competitive neural network. The approach, which is based on innovative learning algorithm, exploits local connection among neural units. The aim of the proposed model is to make hardware implementations of competitive neural architectures easier.

[1]  Michel Declercq,et al.  Implementation of a learning Kohonen neuron based on a new multilevel storage technique , 1991 .

[2]  Eric A. Vittoz,et al.  CMOS selfbiased Euclidean distance computing circuit with high dynamic range , 1992 .

[3]  Giuseppe Grassi On the design of discrete-time cellular neural networks with circulant matrices , 2000 .

[4]  Teuvo Kohonen,et al.  Physiological interpretationm of the self-organizing map algorithm , 1993 .

[5]  Teuvo Kohonen,et al.  Self-Organizing Maps , 2010 .

[6]  Sorin Draghici,et al.  Neural Networks in Analog Hardware - Design and Implementation Issues , 2000, Int. J. Neural Syst..

[7]  G. Grassi,et al.  A new approach to design cellular neural networks for associative memories , 1997 .

[8]  Erkki Oja,et al.  Rival penalized competitive learning for clustering analysis, RBF net, and curve detection , 1993, IEEE Trans. Neural Networks.

[9]  J. J. Paulos,et al.  Artificial neural networks using MOS analog multipliers , 1990 .

[10]  Anil K. Jain,et al.  Artificial neural networks for feature extraction and multivariate data projection , 1995, IEEE Trans. Neural Networks.

[11]  Teuvo Kohonen,et al.  Physiological interpretation of the Self-Organizing Map algorithm , 1993, Neural Networks.

[12]  Alan F. Murray,et al.  Integrated pulse stream neural networks: results, issues, and pointers , 1992, IEEE Trans. Neural Networks.

[13]  Jack L. Meador,et al.  A pulse coded winner-take-all circuit , 1994, Proceedings of IEEE International Symposium on Circuits and Systems - ISCAS '94.

[14]  Andreas G. Andreou,et al.  Current-mode subthreshold MOS circuits for analog VLSI neural systems , 1991, IEEE Trans. Neural Networks.

[15]  Chung-Yu Wu,et al.  A new analog implementation of the Kohonen neural network , 1993, 1993 International Symposium on VLSI Technology, Systems, and Applications Proceedings of Technical Papers.

[16]  Helge J. Ritter,et al.  Self-organizing maps: Local competition and evolutionary optimization , 1994, Neural Networks.

[17]  Sun-Yuan Kung,et al.  Digital neural networks , 1993, Prentice Hall Information and System Sciences Series.

[18]  Okyay Kaynak,et al.  VLSI Implementation of Neural Networks , 2000, Int. J. Neural Syst..

[19]  Samuel Kaski,et al.  Winner-take-all networks for physiological models of competitive learning , 1994, Neural Networks.