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The Bayesian brain
Source:
The Bayesian brain: the role of uncertainty in neural coding and computation (free access)
by David C. Knill and Alexandre Pouget in Trends in Neurosciences Vol. 27, No. 12, 2004 - All rights reserved.
To use sensory information efficiently to make judgments
and guide action in the world, the brain must represent
and use information about uncertainty in its computations
for perception and action. Bayesian methods have proven
successful in building computational theories for perception
and sensorimotor control, and psychophysics is
providing a growing body of evidence that human
perceptual computations are ‘Bayes’ optimal’. This leads
to the ‘Bayesian coding hypothesis’: that the brain
represents sensory information probabilistically, in the
form of probability distributions.
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