Palestro J.J., Sederberg P.B., Osth A.F., Zandt T.V., Turner B.M. Likelihood-Free Methods for Cognitive Science

Springer International Publishing AG, 2018. — 136 p. — (Computational Approaches to Cognition and Perception) — ISBN: 331972424X.Chapters discuss the philosophy of Bayesian inference as well as provide several algorithms for performing ABC. Chapters also apply some of the algorithms in a tutorial fashion, with one specific application to the Minerva 2 model. In addition, the book discusses several applications of ABC methodology to recent problems in cognitive science.
Likelihood-Free Methods for Cognitive Science will be of interest to researchers and graduate students working in experimental, applied, and cognitive science.Motivation
Likelihood-Free Algorithms
A Tutorial
Validations
Applications
Conclusions
Distributions