Perception as Bayesian Inference

Perception as Bayesian Inference pdf epub mobi txt 电子书 下载 2026

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出版者: 作者:Knill, David C. (EDT)/ Richards, Whitman (EDT) 出品人: 页数:532 译者: 出版时间:2008-6 价格:$ 119.78 装帧: isbn号码:9780521064996 丛书系列:
图书标签
  • 贝叶斯推断
  • 感知
  • 认知科学
  • 概率模型
  • 机器学习
  • 神经科学
  • 统计学习
  • 模型选择
  • 不确定性
  • 预测编码
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具体描述

Bayesian probability theory has emerged not only as a powerful tool for building computational theories of vision, but also as a general paradigm for studying human visual perception. This 1996 book provides an introduction to and critical analysis of the Bayesian paradigm. Leading researchers in computer vision and experimental vision science describe general theoretical frameworks for modelling vision, detailed applications to specific problems and implications for experimental studies of human perception. The book provides a dialogue between different perspectives both within chapters, which draw on insights from experimental and computational work, and between chapters, through commentaries written by the contributors on each others' work. Students and researchers in cognitive and visual science will find much to interest them in this thought-provoking collection.

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