Theoretical Neuroscience: Computational and Mathematical Modeling of Neural Systems

Type
Book
Authors
Dayan ( Peter Dayan )
 
ISBN 10
0262041995 
ISBN 13
9780262041997 
Category
Machine Learning  [ Browse Items ]
Publication Year
2001 
Publisher
Pages
576 
Description
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. - from Amzon 
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