Bayesian Models of Perception and Action An Introduction

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Free Download Wei Ji Ma, "Bayesian Models of Perception and Action: An Introduction"
English | ISBN: 0262047594 | 2023 | 408 pages | PDF | 13 MB
An accessible introduction to constructing and interpreting Bayesian models of perceptual decision-making and action.

Many forms of perception and action can be mathematically modeled as probabilistic-or Bayesian-inference, a method used to draw conclusions from uncertain evidence. According to these models, the human mind behaves like a capable data scientist or crime scene investigator when dealing with noisy and ambiguous data. This textbook provides an approachable introduction to constructing and reasoning with probabilistic models of perceptual decision-making and action. Featuring extensive examples and illustrations, Bayesian Models of Perception and Action is the first textbook to teach this widely used computational framework to beginners.
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