Probabilistic Models of the Brain 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Rajesh P. N. Rao 作者

A Bradford Book

译者

2002-2-15 出版日期

334 页数

USD 58.00 价格

Hardcover

丛书系列

9780262182249 图书编码

Probabilistic Models of the Brain 在线电子书图书标签: 计算机脑科学脑科机器学习心理学 psychology neuroscience Neuroscience

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Probabilistic Models of the Brain 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Probabilistic Models of the Brain 在线电子书著者简介

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Probabilistic Models of the Brain 在线电子书 pdf 下载 txt下载 epub 下载 mobi 在线电子书下载

Probabilistic Models of the Brain 在线电子书图书描述

Neurophysiological, neuroanatomical, and brain imaging studies have helped to shed light on how the brain transforms raw sensory information into a form that is useful for goal-directed behavior. A fundamental question that is seldom addressed by these studies, however, is why the brain uses the types of representations it does and what evolutionary advantage, if any, these representations confer. It is difficult to address such questions directly via animal experiments. A promising alternative is to use probabilistic principles such as maximum likelihood and Bayesian inference to derive models of brain function.This book surveys some of the current probabilistic approaches to modeling and understanding brain function. Although most of the examples focus on vision, many of the models and techniques are applicable to other modalities as well. The book presents top-down computational models as well as bottom-up neurally motivated models of brain function. The topics covered include Bayesian and information-theoretic models of perception, probabilistic theories of neural coding and spike timing, computational models of lateral and cortico-cortical feedback connections, and the development of receptive field properties from natural signals.

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