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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| Published in: | Neurocomputing (Amsterdam) Vol. 44; pp. 183 - 188 |
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| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
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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. |
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| 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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| Cites_doi | 10.1038/381520a0 10.1126/science.2063199 10.1152/jn.1994.71.1.375 10.1152/jn.1994.71.1.401 10.1038/376033a0 10.1016/S0925-2312(01)00458-1 |
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| Keywords | Cerebellum Pattern recognition Purkinje cells Temporal coding |
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| References | Bialek, Rieke, de Ruyter van Steveninck, Warland (BIB1) 1991; 252 Steuber, De Schutter (BIB7) 2001; 38 De Schutter, Bower (BIB4) 1994; 71 Rieke, Warland, de Ruyter van Steveninck, Bialek (BIB6) 1997 Bower, Beeman (BIB2) 1998 De Schutter, Bower (BIB3) 1994; 71 Hopfield (BIB5) 1995; 376 Thorpe, Gautrais (BIB8) 1998 Thorpe, Fize, Marlot (BIB9) 1996; 381 De Schutter (10.1016/S0925-2312(02)00388-0_BIB4) 1994; 71 Bialek (10.1016/S0925-2312(02)00388-0_BIB1) 1991; 252 Rieke (10.1016/S0925-2312(02)00388-0_BIB6) 1997 Thorpe (10.1016/S0925-2312(02)00388-0_BIB9) 1996; 381 De Schutter (10.1016/S0925-2312(02)00388-0_BIB3) 1994; 71 Thorpe (10.1016/S0925-2312(02)00388-0_BIB8) 1998 Bower (10.1016/S0925-2312(02)00388-0_BIB2) 1998 Hopfield (10.1016/S0925-2312(02)00388-0_BIB5) 1995; 376 Steuber (10.1016/S0925-2312(02)00388-0_BIB7) 2001; 38 |
| References_xml | – volume: 252 start-page: 1854 year: 1991 end-page: 1857 ident: BIB1 article-title: Reading a neural code publication-title: Science – volume: 381 start-page: 520 year: 1996 end-page: 522 ident: BIB9 article-title: Speed of processing in the human visual system publication-title: Nature – volume: 376 start-page: 33 year: 1995 end-page: 36 ident: BIB5 article-title: Pattern recognition computation using action potential timing for stimulus representation publication-title: Nature – year: 1998 ident: BIB2 publication-title: The Book of GENESIS: Exploring Realistic Neural Models with the GEneral NEural SImulation System – volume: 71 start-page: 375 year: 1994 end-page: 400 ident: BIB3 article-title: An active membrane model of the cerebellar Purkinje cell. I. Simulation of current clamps in slice publication-title: J. Neurophysiol. – year: 1997 ident: BIB6 publication-title: Spikes: Exploring the Neural Code – start-page: 113 year: 1998 end-page: 118 ident: BIB8 article-title: Rank order coding publication-title: Computational Neuroscience: Trends in Research 1998 – volume: 71 start-page: 401 year: 1994 end-page: 419 ident: BIB4 article-title: An active membrane model of the cerebellar Purkinje cell. II. Simulation of synaptic responses publication-title: J. Neurophysiol. – volume: 38 start-page: 283 year: 2001 end-page: 388 ident: BIB7 article-title: Long-term depression and recognition of parallel fibre patterns in a multi-compartmental model of a cerebellar Purkinje cell publication-title: Neurocomputing – volume: 381 start-page: 520 year: 1996 ident: 10.1016/S0925-2312(02)00388-0_BIB9 article-title: Speed of processing in the human visual system publication-title: Nature doi: 10.1038/381520a0 – volume: 252 start-page: 1854 year: 1991 ident: 10.1016/S0925-2312(02)00388-0_BIB1 article-title: Reading a neural code publication-title: Science doi: 10.1126/science.2063199 – year: 1997 ident: 10.1016/S0925-2312(02)00388-0_BIB6 – year: 1998 ident: 10.1016/S0925-2312(02)00388-0_BIB2 – volume: 71 start-page: 375 year: 1994 ident: 10.1016/S0925-2312(02)00388-0_BIB3 article-title: An active membrane model of the cerebellar Purkinje cell. I. Simulation of current clamps in slice publication-title: J. Neurophysiol. doi: 10.1152/jn.1994.71.1.375 – volume: 71 start-page: 401 year: 1994 ident: 10.1016/S0925-2312(02)00388-0_BIB4 article-title: An active membrane model of the cerebellar Purkinje cell. II. Simulation of synaptic responses publication-title: J. Neurophysiol. doi: 10.1152/jn.1994.71.1.401 – volume: 376 start-page: 33 year: 1995 ident: 10.1016/S0925-2312(02)00388-0_BIB5 article-title: Pattern recognition computation using action potential timing for stimulus representation publication-title: Nature doi: 10.1038/376033a0 – volume: 38 start-page: 283 year: 2001 ident: 10.1016/S0925-2312(02)00388-0_BIB7 article-title: Long-term depression and recognition of parallel fibre patterns in a multi-compartmental model of a cerebellar Purkinje cell publication-title: Neurocomputing doi: 10.1016/S0925-2312(01)00458-1 – start-page: 113 year: 1998 ident: 10.1016/S0925-2312(02)00388-0_BIB8 article-title: Rank order coding |
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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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