Bayesian Cognitive Modeling: A Practical Course - Couverture rigide

Lee, Michael D.; Wagenmakers, Eric-Jan

 
9781107018457: Bayesian Cognitive Modeling: A Practical Course

Synopsis

Bayesian inference has become a standard method of analysis in many fields of science. Students and researchers in experimental psychology and cognitive science, however, have failed to take full advantage of the new and exciting possibilities that the Bayesian approach affords. Ideal for teaching and self study, this book demonstrates how to do Bayesian modeling. Short, to-the-point chapters offer examples, exercises, and computer code (using WinBUGS or JAGS, and supported by Matlab and R), with additional support available online. No advance knowledge of statistics is required and, from the very start, readers are encouraged to apply and adjust Bayesian analyses by themselves. The book contains a series of chapters on parameter estimation and model selection, followed by detailed case studies from cognitive science. After working through this book, readers should be able to build their own Bayesian models, apply the models to their own data, and draw their own conclusions.

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À propos des auteurs

Michael D. Lee is a professor in the Department of Cognitive Sciences at the University of California, Irvine.

Eric-Jan Wagenmakers is a professor in the Department of Psychological Methods at the University of Amsterdam.

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Autres éditions populaires du même titre

9781107603578: Bayesian Cognitive Modeling: A Practical Course

Edition présentée

ISBN 10 :  1107603579 ISBN 13 :  9781107603578
Editeur : Cambridge University Press, 2014
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