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Neuronal dynamics: from single neurons to networks and models of cognition

Neuronal dynamics: from single neurons to networks and models of cognition
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Field name Details
Dewey Class 612.8 (DDC 23)
Title Neuronal dynamics : from single neurons to networks and models of cognition (M) / Wulfram Gerstner, Werner M. Kistler, Richard Naud, Liam Paninski.
Author Gerstner, Wulfram
Added Personal Name Kistler, Werner M.
Naud, Richard
Paninski, Liam
Publication Cambridge, UK : Cambridge University Press , 2014
Physical Details xi, 577 pages : ill. ; 26 cm.
ISBN 9781107447615
Summary Note 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.:
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Barcode Shelf Location Collection Volume Ref. Branch Status Due Date
0000000043790 612.8 GER
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