Joint Models of Neural and Behavioral Data

• Main Authors: Turner, Brandon M. (Author, http://id.loc.gov/vocabulary/relators/aut), Forstmann, Birte U. (http://id.loc.gov/vocabulary/relators/aut), Steyvers, Mark (http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2019.
• Edition: 1st ed. 2019.
• Series: Computational Approaches to Cognition and Perception,
• Subjects: Cognitive psychology.; Neuropsychology.; Psychology-Methodology.; Psychological measurement.; Psychology, Experimental.; Psychometrics.; Cognitive Psychology.; Psychological Methods/Evaluation.; Experimental Psychology.

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...

Table of Contents:

• Chapter 1. Motivation
• Chapter 2. A Tutorial on Joint Modeling
• Chapter 3. Assessing Model Performance with Generalization Tests
• Chapter 4. Applications
• Chapter 5. Future Directions
• Chapter 6. Other Approaches. .