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Table of contents

  1. Front Matter
    Pages i-xiii
  2. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 1-12
  3. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 13-37
  4. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 39-51
  5. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 53-73
  6. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 75-84
  7. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 85-96
  8. Brandon M. Turner, Birte U. Forstmann, Mark Steyvers
    Pages 97-99
  9. Back Matter
    Pages 101-109

About this book

Introduction

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). These two types of observations have traditionally supported two separate lines of study, which are led by two different cognitive modelers. Joining neuroimaging and computational modeling in a single hierarchical framework allows the neural data to influence the parameters of the cognitive model and allows behavioral data to constrain the neural model. This Bayesian approach can be used to reveal interactions between behavioral and neural parameters, and ultimately, between neural activity and cognitive mechanisms. Chapters demonstrate the utility of this Bayesian model with a variety of applications, and feature a tutorial chapter where the methods can be applied to an example problem. The book also discusses other joint modeling approaches and future directions.

Joint Models of Neural and Behavioral Data will be of interest to advanced graduate students and postdoctoral candidates in an academic setting as well as researchers in the fields of cognitive psychology and neuroscience. 

Keywords

Joint Modeling Joint modeling framework Hierarchical Bayesian Modeling Simultaneous Modeling Cognitive modeling Simultaneous EEG/fMRI Data Fusion Linking Model-based cognitive neuroscience Diffusion models

Authors and affiliations

  • Brandon M. Turner
    • 1
  • Birte U. Forstmann
    • 2
  • Mark Steyvers
    • 3
  1. 1.Department of PsychologyThe Ohio State UniversityColumbusUSA
  2. 2.Cognitive Science CenterUniversity of AmsterdamAmsterdamThe Netherlands
  3. 3.Department of Cognitive SciencesUniversity of California, IrvineIrvineUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-030-03688-1
  • Copyright Information Springer Nature Switzerland AG 2019
  • Publisher Name Springer, Cham
  • eBook Packages Behavioral Science and Psychology
  • Print ISBN 978-3-030-03687-4
  • Online ISBN 978-3-030-03688-1
  • Series Print ISSN 2510-1889
  • Series Online ISSN 2510-1897
  • Buy this book on publisher's site