How synapses in the auditory system wax and wane: theoretical perspectives
Spike-timing-dependent synaptic plasticity has recently provided an account of both the acuity of sound localization and the development of temporal-feature maps in the avian auditory system. The dynamics of the resulting learning equation, which describes the evolution of the synaptic weights, is g...
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Published in | Biological cybernetics Vol. 89; no. 5; pp. 318 - 332 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Germany
Springer Nature B.V
01.11.2003
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Subjects | |
Online Access | Get full text |
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Summary: | Spike-timing-dependent synaptic plasticity has recently provided an account of both the acuity of sound localization and the development of temporal-feature maps in the avian auditory system. The dynamics of the resulting learning equation, which describes the evolution of the synaptic weights, is governed by an unstable fixed point. We outline the derivation of the learning equation for both the Poisson neuron model and the leaky integrate-and-fire neuron with conductance synapses. The asymptotic solutions of the learning equation can be described by a spectral representation based on a biorthogonal expansion. |
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Bibliography: | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-3 content type line 23 ObjectType-Review-1 |
ISSN: | 0340-1200 1432-0770 |
DOI: | 10.1007/s00422-003-0437-3 |