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Cover: 9781107060838 | Neuronal Dynamics | Wulfram Gerstner (u. a.) | Buch | Englisch | 2014
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Neuronal Dynamics
Buch von Wulfram Gerstner (u. a.)
Sprache: Englisch

132,95 €*

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Lieferzeit 2-3 Wochen

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Beschreibung
This solid introduction uses the principles of physics and the tools of mathematics to approach fundamental questions of neuroscience.
This solid introduction uses the principles of physics and the tools of mathematics to approach fundamental questions of neuroscience.
Über den Autor
Wulfram Gerstner is Director of the Laboratory of Computational Neuroscience and a Professor of Life Sciences and Computer Science at the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland. He studied physics in Tubingen and Munich and holds a PhD from the Technical University of Munich. His research in computational neuroscience concentrates on models of spiking neurons and synaptic plasticity. He teaches computational neuroscience to physicists, computer scientists, mathematicians, and life scientists. He is a co-author of Spiking Neuron Models (Cambridge, 2002).
Inhaltsverzeichnis
Preface; Part I. Foundations of Neuronal Dynamics: 1. Introduction; 2. The Hodgkin¿Huxley model; 3. Dendrites and synapses; 4. Dimensionality reduction and phase plane analysis; Part II. Generalized Integrate-and-Fire Neurons: 5. Nonlinear integrate-and-fire models; 6. Adaptation and firing patterns; 7. Variability of spike trains and neural codes; 8. Noisy input models: barrage of spike arrivals; 9. Noisy output: escape rate and soft threshold; 10. Estimating models; 11. Encoding and decoding with stochastic neuron models; Part III. Networks of Neurons and Population Activity: 12. Neuronal populations; 13. Continuity equation and the Fokker¿Planck approach; 14. The integral-equation approach; 15. Fast transients and rate models; Part IV. Dynamics of Cognition: 16. Competing populations and decision making; 17. Memory and attractor dynamics; 18. Cortical field models for perception; 19. Synaptic plasticity and learning; 20. Outlook: dynamics in plastic networks; Bibliography; Index.
Details
Erscheinungsjahr: 2014
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 590
ISBN-13: 9781107060838
ISBN-10: 1107060834
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Gerstner, Wulfram
Kistler, Werner M.
Naud, Richard
Hersteller: Cambridge University Press
Maße: 250 x 175 x 36 mm
Von/Mit: Wulfram Gerstner (u. a.)
Erscheinungsdatum: 24.07.2014
Gewicht: 1,186 kg
preigu-id: 105399697
Über den Autor
Wulfram Gerstner is Director of the Laboratory of Computational Neuroscience and a Professor of Life Sciences and Computer Science at the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland. He studied physics in Tubingen and Munich and holds a PhD from the Technical University of Munich. His research in computational neuroscience concentrates on models of spiking neurons and synaptic plasticity. He teaches computational neuroscience to physicists, computer scientists, mathematicians, and life scientists. He is a co-author of Spiking Neuron Models (Cambridge, 2002).
Inhaltsverzeichnis
Preface; Part I. Foundations of Neuronal Dynamics: 1. Introduction; 2. The Hodgkin¿Huxley model; 3. Dendrites and synapses; 4. Dimensionality reduction and phase plane analysis; Part II. Generalized Integrate-and-Fire Neurons: 5. Nonlinear integrate-and-fire models; 6. Adaptation and firing patterns; 7. Variability of spike trains and neural codes; 8. Noisy input models: barrage of spike arrivals; 9. Noisy output: escape rate and soft threshold; 10. Estimating models; 11. Encoding and decoding with stochastic neuron models; Part III. Networks of Neurons and Population Activity: 12. Neuronal populations; 13. Continuity equation and the Fokker¿Planck approach; 14. The integral-equation approach; 15. Fast transients and rate models; Part IV. Dynamics of Cognition: 16. Competing populations and decision making; 17. Memory and attractor dynamics; 18. Cortical field models for perception; 19. Synaptic plasticity and learning; 20. Outlook: dynamics in plastic networks; Bibliography; Index.
Details
Erscheinungsjahr: 2014
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 590
ISBN-13: 9781107060838
ISBN-10: 1107060834
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Gerstner, Wulfram
Kistler, Werner M.
Naud, Richard
Hersteller: Cambridge University Press
Maße: 250 x 175 x 36 mm
Von/Mit: Wulfram Gerstner (u. a.)
Erscheinungsdatum: 24.07.2014
Gewicht: 1,186 kg
preigu-id: 105399697
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