Likelihood-Free Methods for Cognitive Science
by
 
Palestro, James J. author.

Title
Likelihood-Free Methods for Cognitive Science

Author
Palestro, James J. author.

ISBN
9783319724256

Personal Author
Palestro, James J. author.

Physical Description
XIV, 129 p. 27 illus., 7 illus. in color. online resource.

Series
Computational Approaches to Cognition and Perception,

Contents
Chapter 1. Motivation -- Chapter 2. Likelihood-Free Algorithms -- Chapter 3. A Tutorial -- Chapter 4. Validations -- Chapter 5. Applications -- Chapter 6. Conclusions -- Chapter 7. Distributions.

Abstract
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 inference. As such, the recent developments of likelihood-free techniques are an important advancement for the field. 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. .

Subject Term
Consciousness.
 
Cognitive Psychology. http://scigraph.springernature.com/things/product-market-codes/Y20060

Added Author
Sederberg, Per B.
 
Osth, Adam F.
 
Van Zandt, Trisha.
 
Turner, Brandon M.

Added Corporate Author
SpringerLink (Online service)

Electronic Access
https://doi.org/10.1007/978-3-319-72425-6


LibraryMaterial TypeItem BarcodeCall NumberShelf LocationStatus
University LibraryeBookER211531BF201Electronic ResourcesE-resources