Download E-books Probabilistic Models of the Brain: Perception and Neural Function (Neural Information Processing series) PDF

By Rajesh P.N. Rao

Neurophysiological, neuroanatomical, and mind imaging reports have helped to make clear how the mind transforms uncooked sensory details right into a shape that's valuable for goal-directed habit. A primary query that's seldom addressed through those stories, despite the fact that, is why the mind makes use of the categories of representations it does and what evolutionary virtue, if any, those representations confer. it really is tricky to handle such questions at once through animal experiments. A promising replacement is to exploit probabilistic rules akin to greatest chance and Bayesian inference to derive types of mind function.

This e-book surveys many of the present probabilistic techniques to modeling and knowing mind functionality. even supposing many of the examples specialize in imaginative and prescient, a few of the types and methods are acceptable to different modalities to boot. The ebook offers top-down computational types in addition to bottom-up neurally influenced versions of mind functionality. the subjects coated contain Bayesian and information-theoretic versions of conception, probabilistic theories of neural coding and spike timing, computational types of lateral and cortico-cortical suggestions connections, and the advance of receptive box homes from usual signals.

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