Opinion TRENDS in Neurosciences Vol.27 No.12 December 2004 The verbaliseian brain: the role of scruple in anxious coding and computation David C. Knill and Alexandre Pou soak up Center for Visual data and the Department of Brain and cognitive Science, University of Rochester, NY 14627, USA To employ sensorial training ef?ciently to make judgments and draw action in the human race, the brain must represent and use information roughly disbelief 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 increase body of certainty that human perceptual computations are Bayes optimal. This leads to the Bayesian coding hypothesis: that the brain represents sensory(a) information probabilistically, in the form of probability distributions. Several computational schemes have belatedly been proposed for how this might be achi eved in populations of neurons. neurophysiological data on the hypothesis, however, is almost nonexistent. A major contest for neuroscientists is to test these bases experimentally, and so determine whether and how neurons code information about sensory uncertainty. creation and other animals operate in a world of sensory uncertainty. Although introspection tells us that perception is settled and certain, many factors transmit to limiting the reliability of sensory information about the world the mapping of 3D objects into a 2D image, neural upset introduced in early stages of sensory coding, and geomorphological constraints on neural representations and computations (e.g. the density of receptors in the retina). Our brains must effectively deal with the resulting uncertainty to generate perceptual representations of the world and to guide our actions. This leads naturally to the idea that perception is a process of unconscious, probabilistic inference [1,2]. assisted by de velopments in statistics and arti?cial...If ! you want to get a unspoilt essay, order it on our website: BestEssayCheap.com
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