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Bayesian Models of Perception and Action
Wei Ji MaKonrad Paul KordingDaniel Goldreich
其他書名
An Introduction
出版MIT Press, 2023-08-08
主題Science / Cognitive ScienceMathematics / Probability & Statistics / Bayesian AnalysisScience / Life Sciences / Neuroscience
ISBN02620475949780262047593
URLhttp://books.google.com.hk/books?id=PVCMEAAAQBAJ&hl=&source=gbs_api
EBookSAMPLE
註釋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.

  • Introduces Bayesian models of perception and action, which are central to cognitive science and neuroscience
  • Beginner-friendly pedagogy includes intuitive examples, daily life illustrations, and gradual progression of complex concepts
  • Broad appeal for students across psychology, neuroscience, cognitive science, linguistics, and mathematics
  • Written by leaders in the field of computational approaches to mind and brain