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Making Competition in Neural Fields Suitable for Computational Architectures

  • Hervé Frezza-Buet
  • Olivier Ménard
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3696)

Abstract

In this paper, a new competition mechanism for neural fields is proposed, as well as first experimental studies of its robustness. The computational properties of this algorithm are discussed, arguing that such properties are suitable for neural architectures, where some restrictions of the usual neural fields competition methods are not acceptable.

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References

  1. 1.
    Burnod, Y.: An adaptive neural network : the cerebral cortex. Masson (1989)Google Scholar
  2. 2.
    Hubel, D.H., Wiesel, T.N.: Functional architecture of macaque monkey visual cortex. Ferrier Lecture Proc. Roy. Soc. London (1977)Google Scholar
  3. 3.
    Ménard, O., Frezza-Buet, H.: Multi-map self-organization for sensorimotor learning: a cortical approach. In: Proc. IJCNN (2003)Google Scholar
  4. 4.
    Ménard, O., Frezza-Buet, H.: Rewarded multi-modal neuronal self-organization: Example of the arm reaching movement. In: Proc. AISTA (2004)Google Scholar
  5. 5.
    Kohonen, T.: Self-Organizing Maps. Springer, Heidelberg (1997)zbMATHGoogle Scholar
  6. 6.
    Vialle, S., Ménard, O., Frezza-Buet, H.: Making cortically-inspired sensorimotor control realistic for robotics: Design of an extended parallel cellular programming model. In: Proc. AISTA (2004)Google Scholar
  7. 7.
    Willshaw, D., von der Malsburg, C.: How patterned neural connections can be set up by self-organization. Proc. Roy. Soc. London B 194 (1976)Google Scholar
  8. 8.
    Amari, S.I.: Dynamical study of formation of cortical maps. Biol. Cyb. 27 (1977)Google Scholar
  9. 9.
    Taylor, J.G.: Neural networks for consciousness. Neural networks 10 (1997)Google Scholar
  10. 10.
    Miikkulainen, R., Bednar, A., Choe, J., Sirosh, T.,, J.: Self-organization, plasticity, and low-level visual phenomena in a laterally connected map model of the primary visual cortex. Psychology of Learning and Motivation (1996)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2005

Authors and Affiliations

  • Hervé Frezza-Buet
    • 1
  • Olivier Ménard
    • 1
    • 2
  1. 1.SupélecMetzFrance
  2. 2.LoriaVandoeuvre-lès-Nancy CedexFrance

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