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Neural Modeling

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Release : 2012-12-06
Genre : Technology & Engineering
Kind : eBook
Book Rating : 905/5 ( reviews)

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Book Synopsis Neural Modeling by : Ronald MacGregor

Download or read book Neural Modeling written by Ronald MacGregor. This book was released on 2012-12-06. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this book is to introduce and survey the various quantitative methods which have been proposed for describing, simulating, embodying, or characterizing the processing of electrical signals in nervous systems. We believe that electrical signal processing is a vital determinant of the functional organization of the brain, and that in unraveling the inherent complexities of this processing it will be essential to utilize the methods of quantification and modeling which have led to crowning successes in the physical and engineering sciences. In comprehensive terms, we conceive neural modeling to be the attempt to relate, in nervous systems, function to structure on the basis of operation. Sufficient knowledge and appropriate tools are at hand to maintain a serious and thorough study in the area. However, work in the area has yet to be satisfactorily integrated within contemporary brain research. Moreover, there exists a good deal of inefficiency within the area resulting from an overall lack of direction, critical self-evaluation, and cohesion. Such theoretical and modeling studies as have appeared exist largely as fragmented islands in the literature or as sparsely attended sessions at neuroscience conferences. In writing this book, we were guided by three main immediate objectives. Our first objective is to introduce the area to the upcoming generation of students of both the hard sciences and psychological and biological sciences in the hope that they might eventually help bring about the contributions it promises.

An Introduction to Modeling Neuronal Dynamics

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Release : 2017-04-17
Genre : Mathematics
Kind : eBook
Book Rating : 718/5 ( reviews)

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Book Synopsis An Introduction to Modeling Neuronal Dynamics by : Christoph Börgers

Download or read book An Introduction to Modeling Neuronal Dynamics written by Christoph Börgers. This book was released on 2017-04-17. Available in PDF, EPUB and Kindle. Book excerpt: This book is intended as a text for a one-semester course on Mathematical and Computational Neuroscience for upper-level undergraduate and beginning graduate students of mathematics, the natural sciences, engineering, or computer science. An undergraduate introduction to differential equations is more than enough mathematical background. Only a slim, high school-level background in physics is assumed, and none in biology. Topics include models of individual nerve cells and their dynamics, models of networks of neurons coupled by synapses and gap junctions, origins and functions of population rhythms in neuronal networks, and models of synaptic plasticity. An extensive online collection of Matlab programs generating the figures accompanies the book.

Introduction to Neural and Cognitive Modeling

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Release : 2000-02-01
Genre : Psychology
Kind : eBook
Book Rating : 246/5 ( reviews)

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Book Synopsis Introduction to Neural and Cognitive Modeling by : Daniel S. Levine

Download or read book Introduction to Neural and Cognitive Modeling written by Daniel S. Levine. This book was released on 2000-02-01. Available in PDF, EPUB and Kindle. Book excerpt: This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value. Features of the second edition include: * A new section on spatiotemporal pattern processing * Coverage of ARTMAP networks (the supervised version of adaptive resonance networks) and recurrent back-propagation networks * A vastly expanded section on models of specific brain areas, such as the cerebellum, hippocampus, basal ganglia, and visual and motor cortex * Up-to-date coverage of applications of neural networks in areas such as combinatorial optimization and knowledge representation As in the first edition, the text includes extensive introductions to neuroscience and to differential and difference equations as appendices for students without the requisite background in these areas. As graphically revealed in the flowchart in the front of the book, the text begins with simpler processes and builds up to more complex multilevel functional systems. For more information visit the author's personal Web site at www.uta.edu/psychology/faculty/levine/

Tutorial on Neural Systems Modeling

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Release : 2010-03-01
Genre : Medical
Kind : eBook
Book Rating : 396/5 ( reviews)

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Book Synopsis Tutorial on Neural Systems Modeling by : Thomas J. Anastasio

Download or read book Tutorial on Neural Systems Modeling written by Thomas J. Anastasio. This book was released on 2010-03-01. Available in PDF, EPUB and Kindle. Book excerpt: For students of neuroscience and cognitive science who wish to explore the functioning of the brain further, but lack an extensive background in computer programming or maths, this new book makes neural systems modelling truly accessible. Short, simple MATLAB computer programs give readers all the experience necessary to run their own simulations.

Neuronal Dynamics

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Release : 2014-07-24
Genre : Computers
Kind : eBook
Book Rating : 834/5 ( reviews)

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Book Synopsis Neuronal Dynamics by : Wulfram Gerstner

Download or read book Neuronal Dynamics written by Wulfram Gerstner. This book was released on 2014-07-24. Available in PDF, EPUB and Kindle. Book excerpt: This solid introduction uses the principles of physics and the tools of mathematics to approach fundamental questions of neuroscience.

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