Efficient pattern discrimination with inhibitory WTA nets

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2130, Issue , 2001, Pages 827-834

  Jain, Brijnesh J ^a   Wysotzki, Fritz ^a  

^a Technical University   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

FAULT TOLERANCE;

CLOSED FORM; INPUT PATTERNS; MATHEMATICAL ANALYSIS; PATTERN DISCRIMINATION; SPECIAL CLASS; TAKE-ALL; WINNER TAKE ALLS;

NEURAL NETWORKS;

EID: 84875095849     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-44668-0_115     Document Type: Conference Paper

References (11)

1. M. A. Cohen and S. Grossberg. Absolute stability of global pattern formation and parallel memory storage by competitive neural networks. IEEE Transactions on Systems, Man, and Cybernetics, 13(5):815–826, 1983.
2. B. Ermentrout. Complex dynamics in winner-take-all neural nets with slow inhibition. Neural Networks, 5:415–431, 1992.
3. Y. Fang, M.A. Cohen, andT.G. Kincaid. Dynamics of a winner-take-all neural network. Neural Networks, 9(7):1141–1154, 1996.
4. S. Grossberg. Nonlinear neural networks: Principles, mechanisms, andarc hitectures. Neural Networks, 1:17–61, 1988.
5. R. Hahnloser. On the piecewise analysis of networks of linear thresholdneurons. Neural Networks, 11:691–697, 1998.
6. B.J. Jain and F. Wysotzki. On the short-term-memory of wta nets. In M. Verleysen, editor, Proc. ESANN’01. D-Facto, Brussels, 2001. To appear.
7. D.S. Levine. Introduction to neural and cognitive modelling. Lawrence Erlbaum Associates, Inc., Hillsday, New Jersey, 1991.
8. R.P. Lippman. An introduction to computing with neural nets. IEEE ASSP Magazine, pages 4–22, April 1987.
9. W. Maass. On the computational power of winner-take-all. Neural Computation, 12(11):2519–2536, 2000.
10. H. Wersing, J.J. Steil, and H. Ritter. A competitive layer model for feature binding andsensory segmentation. Neural Computation, 13(2):357–387, 2001.
11. X. Xie, R. Hahnloser, and S. Seung. Learning winner-take-all competition between groups of neurons in lateral inhibitory networks. In Todd K. Leen, Thomas G. Dietterich, andV olker Tresp, editors, Advances in Neural Information Processing Systems 13, pages 350–356. MIT Press, 2001.