Joint Models of Neural and Behavioral Data
Turner, Brandon M., Forstmann, Birte U., Steyvers, Mark
Produktnummer:
1861ec02cf0a3e4bf4980e7b592087f7dd
Autor: | Forstmann, Birte U. Steyvers, Mark Turner, Brandon M. |
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Themengebiete: | Cognitive modeling Data Fusion Diffusion models Hierarchical Bayesian Modeling Joint Modeling Joint modeling framework Linking Model-based cognitive neuroscience Simultaneous EEG/fMRI Simultaneous Modeling |
Veröffentlichungsdatum: | 17.01.2019 |
EAN: | 9783030036874 |
Sprache: | Englisch |
Seitenzahl: | 109 |
Produktart: | Gebunden |
Verlag: | Springer International Publishing |
Produktinformationen "Joint Models of Neural and Behavioral Data"
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.

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