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Title: Theoretical neuroscience : computational and mathematical modeling of neural systems / Peter Dayan and L.F. Abbott.
Computational neuroscience
Computational neuroscience.
Author: Dayan, Peter.
Abbott, L. F.
General Notes: Includes bibliographical references (pages 419-438) and index.
Neural encoding I: firing rates and spike statistics -- Neural encoding II: reverse correlation and visual receptive fields -- Neural decoding -- Information theory -- Model neurons I: neuroelectronics -- Model neurons II: conductances and morphology -- Network models -- Plasticity and learning -- Classical conditioning and reinforcement learning -- Representational learning -- Mathematical appendix.
Annotation Theoretical neuroscience provides a quantitative basis for describing what nervous systems do, determining how they function, and uncovering the general principles by which they operate. This text introduces the basic mathematical and computational methods of theoretical neuroscience and presents applications in a variety of areas including vision, sensory-motor integration, development, learning, and memory. The book is divided into three parts. Part I discusses the relationship between sensory stimuli and neural responses, focusing on the representation of information by the spiking activity of neurons. Part II discusses the modeling of neurons and neural circuits on the basis of cellular and synaptic biophysics. Part III analyzes the role of plasticity in development and learning. An appendix covers the mathematical methods used, and exercises are available on the book's Web site.
Print version record.

Publisher: Massachusetts Institute of Technology Press,
Publication Place: Cambridge, Mass. :
ISBN: 9780262271301
0262271303
058543655X
9780585436555
0262041995
9780262041997
9780262541855
0262541858
0262541858
Subject: Neural networks (Neurobiology) -- Computer simulation.
Human information processing -- Computer simulation.
Computational neuroscience.
Neurosciences informatiques.
R�eseaux neuronaux (Neurobiologie) -- Simulation par ordinateur.
Information, Traitement de l', chez l'homme -- Simulation par ordinateur.
SOCIAL SCIENCE -- Anthropology -- Physical.
Computational neuroscience.
Human information processing -- Computer simulation.
Neural networks (Neurobiology) -- Computer simulation.
Neurale netwerken.
Cognitieve processen.
Computersimulaties.
R�eseau neuronal (Biologie)
Simulation par ordinateur.
Traitement de l'information par le cerveau.
Neurone.
Plasticit�e neuronale.
Apprentissage.
Mod�ele math�ematique.
Neuroscience informatique.
Human information processing -- Computer simulation.
Neural networks (Neurobiology) -- Computer simulation.
Computational neuroscience.
Neural Networks (Computer)
Computer Simulation.
Models, Neurological.
Neural Networks (Computer)
Computer Simulation.
Models, Neurological.
Electronic books.
Series: Computational neuroscience
Computational neuroscience.
Contents: Neural encoding I: firing rates and spike statistics -- Neural encoding II: reverse correlation and visual receptive fields -- Neural decoding -- Information theory -- Model neurons I: neuroelectronics -- Model neurons II: conductances and morphology -- Network models -- Plasticity and learning -- Classical conditioning and reinforcement learning -- Representational learning -- Mathematical appendix.

Physical Description: 1 online resource (xv, 460 pages) : illustrations.

Electronic Location: http://site.ebrary.com/id/10229582
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Publication Date: �2001.

Agency:	Collection:	Call No.:	Item Type:	Status:	Copy:	Barcode:	Media Type:
German	General	QP363.3 .D39 2001eb	Normal Circulation	Available	1	GJU032117	Book
German	General	QP363.3 .D39 2001eb	Normal Circulation	Available	2	GJU032118	Book
German	General	QP363.3 .D39 2001eb	Normal Circulation	Available	3	GJU032119	Book