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Cover: 9780521890793 | Spiking Neuron Models | Single Neurons, Populations, Plasticity | Buch
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Spiking Neuron Models
Single Neurons, Populations, Plasticity
Taschenbuch von Wulfram Gerstner (u. a.)
Sprache: Englisch

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Beschreibung
This introduction to spiking neurons can be used in advanced-level courses in computational neuroscience, theoretical biology, neural modeling, biophysics, or neural networks. It focuses on phenomenological approaches rather than detailed models in order to provide the reader with a conceptual framework. The authors formulate the theoretical concepts clearly without many mathematical details. While the book contains standard material for courses in computational neuroscience, neural modeling, or neural networks, it also provides an entry to current research. No prior knowledge beyond undergraduate mathematics is required.
This introduction to spiking neurons can be used in advanced-level courses in computational neuroscience, theoretical biology, neural modeling, biophysics, or neural networks. It focuses on phenomenological approaches rather than detailed models in order to provide the reader with a conceptual framework. The authors formulate the theoretical concepts clearly without many mathematical details. While the book contains standard material for courses in computational neuroscience, neural modeling, or neural networks, it also provides an entry to current research. No prior knowledge beyond undergraduate mathematics is required.
Inhaltsverzeichnis
1. Introduction; Part I. Single Neuron Models: 2. Detailed neuron models; 3. Two-dimensional neuron models; 4. Formal spiking neuron models; 5. Noise in spiking neuron models; Part II. Population Models: 6. Population equations; 7. Signal transmission and neuronal coding; 8. Oscillations and synchrony; 9. Spatially structured networks; Part III. Models of Synaptic Plasticity: 10. Hebbian models; 11. Learning equations; 12. Plasticity and coding; Bibliography; Index.
Details
Erscheinungsjahr: 2011
Fachbereich: Allgemeines
Rubrik: Sozialwissenschaften
Medium: Taschenbuch
ISBN-13: 9780521890793
ISBN-10: 0521890799
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Gerstner, Wulfram
Kistler, Werner
Hersteller: Cambridge University Press
Maße: 244 x 170 x 27 mm
Von/Mit: Wulfram Gerstner (u. a.)
Erscheinungsdatum: 02.12.2011
Gewicht: 0,848 kg
Artikel-ID: 102995243
Inhaltsverzeichnis
1. Introduction; Part I. Single Neuron Models: 2. Detailed neuron models; 3. Two-dimensional neuron models; 4. Formal spiking neuron models; 5. Noise in spiking neuron models; Part II. Population Models: 6. Population equations; 7. Signal transmission and neuronal coding; 8. Oscillations and synchrony; 9. Spatially structured networks; Part III. Models of Synaptic Plasticity: 10. Hebbian models; 11. Learning equations; 12. Plasticity and coding; Bibliography; Index.
Details
Erscheinungsjahr: 2011
Fachbereich: Allgemeines
Rubrik: Sozialwissenschaften
Medium: Taschenbuch
ISBN-13: 9780521890793
ISBN-10: 0521890799
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Gerstner, Wulfram
Kistler, Werner
Hersteller: Cambridge University Press
Maße: 244 x 170 x 27 mm
Von/Mit: Wulfram Gerstner (u. a.)
Erscheinungsdatum: 02.12.2011
Gewicht: 0,848 kg
Artikel-ID: 102995243
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