000			02472ntdaa2200349 ab4500
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020			_a9783030036874
040			_aCIBESPAM MFL
041			_aeng
082			_a006.31 _bT944
100			_aTurner, Brandon M.
245			_aJoint models of neural and behavioral data.
250			_aFirst Edition
260			_aSwitzerland _bSpringer Nature _c2019
300			_axiii, 109 pages; _bIlustrations;
490			_aComputational Approaches to Cognition and Perception.
505			_a--Motivation --A Tutorial on Joint Modeling --Assessing Model Performance with Generalization Tests --Applications --Future Directions --Other Approaches --Conclusions
520			_aThis 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.
650			_aPsychology
650			_aComputing
650			_aCombining neural
650			_aCognitive models
700			_aForstmann, Birte U.
700			_aSteyvers, Mark
856			_uhttps://link.springer.com/book/10.1007/978-3-030-03688-1#book-header
912			_c2023-12-20 _dPaúl Villacreses
913			_aTIC _bCC _dSCSAS
942			_2ddc _cBK
999			_c13023 _d13023