Rank order decoding of temporal parallel fibre input patterns in a complex Purkinje cell model

The processing speed of many neuronal systems requires temporal coding. Recently, a temporal rank order code has been suggested that uses the temporal order of spikes, disregarding their precise timing. A rank order-coded spike pattern can be decoded by an array of synaptic weights and a postsynapti...

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Vydáno v:Neurocomputing (Amsterdam) Ročník 44; s. 183 - 188
Hlavní autoři: Steuber, Volker, De Schutter, Erik
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier B.V 01.06.2002
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ISSN:0925-2312, 1872-8286
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Abstract The processing speed of many neuronal systems requires temporal coding. Recently, a temporal rank order code has been suggested that uses the temporal order of spikes, disregarding their precise timing. A rank order-coded spike pattern can be decoded by an array of synaptic weights and a postsynaptic desensitization process. We show that a multi-compartmental model of a cerebellar Purkinje cell can implement rank order decoding of temporal parallel fibre input patterns. Basis of the temporal decoding is the activation of K Ca channels in the Purkinje cell dendrites. The model responds preferentially to spatio-temporal patterns which are ordered according to increasing synaptic strengths.
AbstractList The processing speed of many neuronal systems requires temporal coding. Recently, a temporal rank order code has been suggested that uses the temporal order of spikes, disregarding their precise timing. A rank order-coded spike pattern can be decoded by an array of synaptic weights and a postsynaptic desensitization process. We show that a multi-compartmental model of a cerebellar Purkinje cell can implement rank order decoding of temporal parallel fibre input patterns. Basis of the temporal decoding is the activation of K Ca channels in the Purkinje cell dendrites. The model responds preferentially to spatio-temporal patterns which are ordered according to increasing synaptic strengths.
Author Steuber, Volker
De Schutter, Erik
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10.1126/science.2063199
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10.1038/376033a0
10.1016/S0925-2312(01)00458-1
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Keywords Cerebellum
Pattern recognition
Purkinje cells
Temporal coding
Language English
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SubjectTerms Cerebellum
Pattern recognition
Purkinje cells
Temporal coding
Title Rank order decoding of temporal parallel fibre input patterns in a complex Purkinje cell model
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