Stochastic Neuron Models

Stochastic Neuron Models
Author: Priscilla E. Greenwood
Publisher: Springer
Total Pages: 82
Release: 2016-02-02
Genre: Mathematics
ISBN: 3319269119

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This book describes a large number of open problems in the theory of stochastic neural systems, with the aim of enticing probabilists to work on them. This includes problems arising from stochastic models of individual neurons as well as those arising from stochastic models of the activities of small and large networks of interconnected neurons. The necessary neuroscience background to these problems is outlined within the text, so readers can grasp the context in which they arise. This book will be useful for graduate students and instructors providing material and references for applying probability to stochastic neuron modeling. Methods and results are presented, but the emphasis is on questions where additional stochastic analysis may contribute neuroscience insight. An extensive bibliography is included. Dr. Priscilla E. Greenwood is a Professor Emerita in the Department of Mathematics at the University of British Columbia. Dr. Lawrence M. Ward is a Professor in the Department of Psychology and the Brain Research Centre at the University of British Columbia.


Neuronal Dynamics
Language: en
Pages: 591
Authors: Wulfram Gerstner
Categories: Computers
Type: BOOK - Published: 2014-07-24 - Publisher: Cambridge University Press

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This solid introduction uses the principles of physics and the tools of mathematics to approach fundamental questions of neuroscience.
Stochastic Neuron Models
Language: en
Pages: 82
Authors: Priscilla E. Greenwood
Categories: Mathematics
Type: BOOK - Published: 2016-02-02 - Publisher: Springer

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This book describes a large number of open problems in the theory of stochastic neural systems, with the aim of enticing probabilists to work on them. This incl
Stochastic Models of Neural Networks
Language: en
Pages: 202
Authors: Claudio Turchetti
Categories: Neural networks (Computer science)
Type: BOOK - Published: 2004 - Publisher: IOS Press

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Neuronal Stochastic Variability: Influences on Spiking Dynamics and Network Activity
Language: en
Pages: 158
Authors: Mark D. McDonnell
Categories: Neurosciences. Biological psychiatry. Neuropsychiatry
Type: BOOK - Published: 2016-07-18 - Publisher: Frontiers Media SA

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Stochastic fluctuations are intrinsic to and unavoidable at every stage of neural dynamics. For example, ion channels undergo random conformational changes, neu
Stochastic Models for Spike Trains of Single Neurons
Language: en
Pages: 197
Authors: S.K. Srinivasan
Categories: Mathematics
Type: BOOK - Published: 2013-03-13 - Publisher: Springer Science & Business Media

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1 Some basic neurophysiology 4 The neuron 1. 1 4 1. 1. 1 The axon 7 1. 1. 2 The synapse 9 12 1. 1. 3 The soma 1. 1. 4 The dendrites 13 13 1. 2 Types of neurons