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  Perturbing Hebbian Rules

Dayan, P., & Goodhill, G. (1992). Perturbing Hebbian Rules. In J. Moody, S. Hanson, & R. Lippmann (Eds.), Advances in Neural Information Processing Systems 4 (pp. 19-26). San Mateo, CA, USA: Morgan Kaufmann.

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 Creators:
Dayan, P1, Author              
Goodhill, G, Author
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 Abstract: Recently Linsker [2] and MacKay and Miller [3,4] have analysed Hebbian correlational rules for synaptic development in the visual system, and Miller [5,8] has studied such rules in the case of two populations of fibres (particularly two eyes). Miller's analysis has so far assumed that each of the two populations has exactly the same correlational structure. Relaxing this constraint by considering the effects of small perturbative correlations within and between eyes permits study of the stability of the solutions. We predict circumstances in which qualitative changes are seen, including the production of binocularly rather than monocularly driven units.

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 Dates: 1992
 Publication Status: Published in print
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Title: 4th International Conference on Neural Information Processing Systems (NIPS 1991)
Place of Event: Denver, CO, USA
Start-/End Date: 1991-12-02 - 1991-12-05

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Title: Advances in Neural Information Processing Systems 4
Source Genre: Proceedings
 Creator(s):
Moody, JE, Editor
Hanson, SJ, Editor
Lippmann, RP, Editor
Affiliations:
-
Publ. Info: San Mateo, CA, USA : Morgan Kaufmann
Pages: 1187 Volume / Issue: - Sequence Number: - Start / End Page: 19 - 26 Identifier: ISBN: 1-55860-222-4