Abstract
In this chapter we discuss several open areas for investigation, areas we consider to be future directions for joint models of neural and behavioral data. We discuss two such directions. First, we discuss new directions in the formulation of linking hypotheses relating neural measures to the parameters of cognitive models. Some of the joint models discussed in our Chap. 4, while elucidating, are very complex and are sometimes unable to scale easily with increases in the number of neural measures. As such, we discuss one method for reducing the dimensionality of the linking function, and provide some examples illustrating the power of this new approach. Second, we discuss some new work relating structural data to functional data in an effort to provide greater constraint on the brain-to-behavior linking hypothesis. We now turn to each of these future directions in turn.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
J.I. Gold, M.N. Shadlen, Annu. Rev. Neurosci. 30, 535 (2007)
L. van Maanen, S.D. Brown, T. Eichele, E.J. Wagenmakers, T. Ho, J. Serences, J. Neurosci. 31, 17488 (2011)
B.M. Turner, L. Van Maanen, B.U. Forstmann, Psychol. Rev. 122, 312 (2015)
B.M. Turner, T. Wang, E. Merkel, NeuroImage 153, 28 (2017)
I.J. Myung, M.A. Pitt, Psychon. Bull. Rev. 4, 79 (1997)
I.J. Myung, M. Forster, M.W. Browne, J. Math. Psychol. 44, 1 (2000)
B.U. Forstmann, G. Dutilh, S. Brown, J. Neumann, D.Y. von Cramon, K.R. Ridderinkhof, E.J. Wagenmakers, Proc. Natl. Acad. Sci. 105, 17538 (2008)
R. Ratcliff, J.N. Rouder, Psychol. Sci. 9, 347 (1998)
B.U. Forstmann, G. de Hollander, L. van Maanen, A. Alkemade, M.C. Keuken, Nat. Rev. Neurosci. 18, 57 (2016)
T. Ho, S. Brown, J. Serences, J. Neurosci. 29, 8675 (2009)
A.K. Churchland, R. Kiani, M.N. Shadlen, Nat. Neurosci. 11, 693 (2008)
C.A. K., D. J., Curr. Opin. Neurobiol. 22, 1 (2012)
M.C. Keuken, L. Van Maanen, R. Bogacz, A. Schäfer, J. Neumann, R. Turner, B.U. Forstmann, Hum. Brain Mapp. 36, 4041 (2015)
R. Bogacz, K. Gurney, Neural Comput. 19, 442 (2007)
A. Alkemade, A. Schnitzler, B. Forstmann, Brain Struct. Funct. 220, 3075 (2015)
K. Gurney, T.J. Prescott, P.A. Redgrave, Biol. Cybern. 84, 401 (2001)
M.C. Keuken, C. Müller-Axt, R. Langner, S.B. Eickhoff, B.U. Forstmann, J. Neumann, Front. Hum. Neurosci. 8, 445 (2014)
M.C. Keuken, H.B.M. Uylings, S. Geyer, A. Schäfer, R. Turner, B.U. Forstmann, Front. Neuroanat. 6 (2012)
L. Waldorp, I. Christoffels, V. van de Ven, NeuroImage 54, 2695 (2011)
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2019 Springer Nature Switzerland AG
About this chapter
Cite this chapter
Turner, B.M., Forstmann, B.U., Steyvers, M. (2019). Future Directions. In: Joint Models of Neural and Behavioral Data. Computational Approaches to Cognition and Perception. Springer, Cham. https://doi.org/10.1007/978-3-030-03688-1_5
Download citation
DOI: https://doi.org/10.1007/978-3-030-03688-1_5
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-03687-4
Online ISBN: 978-3-030-03688-1
eBook Packages: Behavioral Science and PsychologyBehavioral Science and Psychology (R0)