Likelihood-Free Methods for Cognitive Science

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This book explains the foundation of approximate Bayesian computation (ABC), an approach to Bayesian inference that does not require the specification of a likelihood function. As a result, ABC can be used to estimate posterior distributions of parameters for simulation-based models. Simulation-based models are now very popular in cognitive science, as are Bayesian methods for performing parameter...

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This book explains the foundation of approximate Bayesian computation (ABC), an approach to Bayesian inference that does not require the specification of a likelihood function. As a result, ABC can be used to estimate posterior distributions of parameters for simulation-based models. Simulation-based models are now very popular in cognitive science, as are Bayesian methods for performing parameter...

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  • Formats: pdf
  • ISBN: 9783319724256
  • Publication Date: 7 Feb 2018
  • Publisher: Springer International Publishing
  • Product language: English
  • Drm Setting: DRM