Brandon M Turner: 2 books

Book cover of Likelihood-Free Methods for Cognitive Science
by James J. Palestro, Per B. Sederberg, Adam F. Osth
Language: English
Release Date: February 7, 2018

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...
Book cover of Joint Models of Neural and Behavioral Data
by Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
Language: English
Release Date: January 4, 2019

This book presents a flexible Bayesian framework for combining neural and cognitive models. Traditionally, studies in cognition and cognitive sciences have been done by either observing behavior (e.g., response times, percentage correct, etc.) or by observing neural activity (e.g., the BOLD response)....
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