Bayesian Brain (BOK)

Kenji Doya

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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.

Produktfakta

Språk Engelsk Engelsk Innbinding Heftet
Utgitt 2011 Forfatter Kenji Doya
Forlag
MIT University Press Group Ltd
ISBN 9780262516013
Antall sider 344 Dimensjoner 17,3cm x 22,9cm x 1,7cm
Vekt 548 gram Leverandør Bertram Trading Ltd
Andre medvirkende Alexandre Pouget, Kenji Doya, Rajesh P. N. Rao, Shin Ishii

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