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Bayesian brain : probabilistic approaches to neural coding

Author: Kenji Doya
Publisher: Cambridge, Mass. : MIT Press, ©2007.
Series: Computational neuroscience.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Experimental and theoretical neuroscientists use Bayesian approaches to analyse the brain mechanisms of perception decision-making, and motor control.
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Genre/Form: Electronic books
Aufsatzsammlung
Additional Physical Format: Print version:
Bayesian brain.
Cambridge, Mass. : MIT Press, ©2007
(DLC) 2006049827
(OCoLC)70292171
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Kenji Doya
ISBN: 9780262294188 0262294184 9781435624672 143562467X
OCLC Number: 191730642
Description: 1 online resource (xiii, 326 pages) : illustrations.
Contents: A probability primer / Kenji Doya, Shin Ishii --
Spike coding / Adrienne Fairhall --
Likelihood-based approaches to modeling the neural code / Jonathan Pillow --
Combining order statistics with Bayes theorem for millisecond-by-millisecond decoding of spike trains / Barry J. Richmond, Matthew C. Wiener --
Bayesian treatments of neuroimaging data / Will Penny, Karl Friston --
Population codes / Alexandre Pouget, Richard S. Zemel --
Computing with population codes / Peter Latham, Alexandre Pouget --
Efficient coding of visual scenes by grouping and segmentation / Tai Sing Lee, Alan L. Yuille --
Bayesian models of sensory cue integration / David C. Knill --
The speed and accuracy of a simple perceptual decision : a mathematical primer / Michael N. Shadlen [and others] --
Neural models of Bayesian belief propagation / Rajesh P.N. Rao --
Optimal control theory / Emanuel Todorov --
Bayesian statistics and utility functions in sensorimotor control / Konrad P. Körding, Daniel M. Wolpert.
Series Title: Computational neuroscience.
Responsibility: Kenji Doya [and others].

Abstract:

Experimental and theoretical neuroscientists use Bayesian approaches to analyse the brain mechanisms of perception decision-making, and motor control.

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