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9783838315270: Computational Models of Spike-Timing Dependent Plasticity:: Synapses, Neurons and Circuits

Sinopsis

This thesis work consists in a theoretical and computational study of a recently-indentified type of synaptic plasticity, called "spike-timing dependent plasticity" (STDP). The thesis is articulated in three main parts. (1) A phenomenological model of STDP is introduced based on experimental data, and the biophysical plausibility of this model is analyzed. ­(2) This model is then implemented in an analog-neuron simulator, in which neurons are emulated by integrated circuits (ASICs). The behavior of elementary circuits of neurons interconnected with STDP synapses is analyzed and compared to the results of numerical simulations. (3) STDP is studied numerically at the cellular level in conditions of multiple and complex synaptic input. In conclusion, both numerical and analog simulations suggest that STDP is optimal to detect and process correlations among synaptic inputs.

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Reseña del editor

This thesis work consists in a theoretical and computational study of a recently-indentified type of synaptic plasticity, called "spike-timing dependent plasticity" (STDP). The thesis is articulated in three main parts. (1) A phenomenological model of STDP is introduced based on experimental data, and the biophysical plausibility of this model is analyzed. ­(2) This model is then implemented in an analog-neuron simulator, in which neurons are emulated by integrated circuits (ASICs). The behavior of elementary circuits of neurons interconnected with STDP synapses is analyzed and compared to the results of numerical simulations. (3) STDP is studied numerically at the cellular level in conditions of multiple and complex synaptic input. In conclusion, both numerical and analog simulations suggest that STDP is optimal to detect and process correlations among synaptic inputs.

Biografía del autor

Dr. Zou studies mathematical models of adapted learning theory. He obtained his PhD from the University of Paris VI with Professor Alain Destexhe as adviser. He is a member of Society for Neuroscience, Society for Industrial and Applied Mathematics, and the American Mathematical Society. He also serves as reviewer for various academic journals.

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Zou, Quan
Publicado por LAP Lambert Academic Publishing, 2009
ISBN 10: 3838315278 ISBN 13: 9783838315270
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Condición: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. This thesis work consists in a theoretical and computational study of a recently-indentified type of synaptic plasticity, called spike-timing dependent plasticity (STDP). The thesis is articulated in three main parts. (1) A phenomenological model of STDP . Nº de ref. del artículo: 5412214

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Quan Zou
ISBN 10: 3838315278 ISBN 13: 9783838315270
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Taschenbuch. Condición: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This thesis work consists in a theoretical and computational study of a recently-indentified type of synaptic plasticity, called 'spike-timing dependent plasticity' (STDP). The thesis is articulated in three main parts. (1) A phenomenological model of STDP is introduced based on experimental data, and the biophysical plausibility of this model is analyzed. (2) This model is then implemented in an analog-neuron simulator, in which neurons are emulated by integrated circuits (ASICs). The behavior of elementary circuits of neurons interconnected with STDP synapses is analyzed and compared to the results of numerical simulations. (3) STDP is studied numerically at the cellular level in conditions of multiple and complex synaptic input. In conclusion, both numerical and analog simulations suggest that STDP is optimal to detect and process correlations among synaptic inputs. 192 pp. Englisch. Nº de ref. del artículo: 9783838315270

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Quan Zou
Publicado por LAP LAMBERT Academic Publishing, 2009
ISBN 10: 3838315278 ISBN 13: 9783838315270
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Taschenbuch. Condición: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - This thesis work consists in a theoretical and computational study of a recently-indentified type of synaptic plasticity, called 'spike-timing dependent plasticity' (STDP). The thesis is articulated in three main parts. (1) A phenomenological model of STDP is introduced based on experimental data, and the biophysical plausibility of this model is analyzed. (2) This model is then implemented in an analog-neuron simulator, in which neurons are emulated by integrated circuits (ASICs). The behavior of elementary circuits of neurons interconnected with STDP synapses is analyzed and compared to the results of numerical simulations. (3) STDP is studied numerically at the cellular level in conditions of multiple and complex synaptic input. In conclusion, both numerical and analog simulations suggest that STDP is optimal to detect and process correlations among synaptic inputs. Nº de ref. del artículo: 9783838315270

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Taschenbuch. Condición: Neu. Neuware -This thesis work consists in a theoretical and computational study of a recently-indentified type of synaptic plasticity, called ¿spike-timing dependent plasticity¿ (STDP). The thesis is articulated in three main parts. (1) A phenomenological model of STDP is introduced based on experimental data, and the biophysical plausibility of this model is analyzed. (2) This model is then implemented in an analog-neuron simulator, in which neurons are emulated by integrated circuits (ASICs). The behavior of elementary circuits of neurons interconnected with STDP synapses is analyzed and compared to the results of numerical simulations. (3) STDP is studied numerically at the cellular level in conditions of multiple and complex synaptic input. In conclusion, both numerical and analog simulations suggest that STDP is optimal to detect and process correlations among synaptic inputs.Books on Demand GmbH, Überseering 33, 22297 Hamburg 192 pp. Englisch. Nº de ref. del artículo: 9783838315270

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Zou, Quan
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