Bayesian Brain Probabilistic Approaches to Neural Coding (Computational Neuroscience Series)
Bayesian Brain Probabilistic Approaches to Neural Coding (Computational Neuroscience Series) Book Details:
Book Title: | Bayesian Brain Probabilistic Approaches to Neural Coding (Computational Neuroscience Series) |
Author: | Taroni |
ISBN-13: | 9780262516013 |
Publication: | MIT Press (18 February 2011) |
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Bayesian Brain Probabilistic Approaches to Neural Coding (Computational Neuroscience Series) Book Information:
(Topics and chapters covered in detail below):
Overview & Summary ofBayesian Brain Probabilistic Approaches to Neural Coding (Computational Neuroscience Series) Book
Experimental and theoretical neuroscientists use Bayesian approaches to analyze the brain mechanisms of perception, decision-making, and motor control. A Bayesian approach can contribute to an understanding of the brain on multiple levels, by giving normative predictions about how an ideal sensory system should combine prior knowledge and observation, by providing mechanistic interpretation of the dynamic functioning of the brain circuit, and by suggesting optimal ways of deciphering experimental data. Bayesian Brain brings together contributions from both experimental and theoretical neuroscientists that examine the brain mechanisms of perception, decision making, and motor control according to the concepts of Bayesian estimation.After an overview of the mathematical concepts, including Bayes' theorem, that are basic to understanding the approaches discussed, contributors discuss how Bayesian concepts can be used for interpretation of such neurobiological data as neural spikes and functional brain imaging. Next, contributors examine the modeling of sensory processing, including the neural coding of information about the outside world. Finally, contributors explore dynamic processes for proper behaviors, including the mathematics of the speed and accuracy of perceptual decisions and neural models of belief propagation.
Book Type :
Bayesian Brain
Book Binding :
Paperback
Language :
English
Number of Pages :
ISBN - 10 :
0470091738
Bayesian Brain Probabilistic Approaches to Neural Coding (Computational Neuroscience Series) Published On :
Import, 18 Feb 2011
Resource:
Textbooks & Study Guides, Higher Education Textbooks, Bayesian Brain Books for Students, Teachers, Graudates, Professionals and all others
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