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Articles, Behavioral/Cognitive

Hierarchical Learning Induces Two Simultaneous, But Separable, Prediction Errors in Human Basal Ganglia

Carlos Diuk, Karin Tsai, Jonathan Wallis, Matthew Botvinick and Yael Niv
Journal of Neuroscience 27 March 2013, 33 (13) 5797-5805; DOI: https://doi.org/10.1523/JNEUROSCI.5445-12.2013
Carlos Diuk
1Psychology Department and Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey 08544,
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Karin Tsai
2Computer Science Department, Princeton University, Princeton, New Jersey 08540, and
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Jonathan Wallis
3Department of Psychology and Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, California 94720
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Matthew Botvinick
1Psychology Department and Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey 08544,
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Yael Niv
1Psychology Department and Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey 08544,
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Article Information

DOI 
https://doi.org/10.1523/JNEUROSCI.5445-12.2013
PubMed 
23536092
Published By 
Society for Neuroscience
History 
  • Received November 25, 2012
  • Revision received February 5, 2013
  • Accepted February 14, 2013
  • First published March 27, 2013.
  • Version of record published March 27, 2013.
Copyright & Usage 
Copyright © 2013 the authors 0270-6474/13/335797-09$15.00/0

Author Information

  1. Carlos Diuk1,
  2. Karin Tsai2,
  3. Jonathan Wallis3,
  4. Matthew Botvinick1, and
  5. Yael Niv1
  1. 1Psychology Department and Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey 08544,
  2. 2Computer Science Department, Princeton University, Princeton, New Jersey 08540, and
  3. 3Department of Psychology and Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, California 94720
  • K. Tsai's present address: Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213.

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Author contributions

  1. Author contributions: C.D., K.T., J.W., M.B., and Y.N. designed research; C.D. and K.T., performed research; C.D., M.B. and Y.N. analyzed data; C.D., M.B., and Y.N. wrote the paper.

  • K. Tsai's present address: Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213.

Disclosures

    • Received November 25, 2012.
    • Revision received February 5, 2013.
    • Accepted February 14, 2013.
  • This work was supported by the John Templeton Foundation and the National Science Foundation–Collaborative Research in Computational Neuroscience (Grant IIS-1207833). The opinions expressed in this publication are those of the authors and do not necessarily reflect the views of the John Templeton Foundation or the National Science Foundation. Y.N. is supported by an Alfred P. Sloan Research Fellowship. C.D. and M.B. were both supported by a Collaborative Activity Award from the James S. McDonnell Foundation. We thank Peter Dayan for extremely helpful comments during the preparation of this manuscript. We also thank Timothy Behrens for useful suggestions.

  • The authors declare no competing financial interests.

  • Correspondence should be addressed to either Carlos Diuk or Yael Niv, Psychology Department and Princeton Neuroscience Institute, Green Hall, Princeton, NJ 08540, cdiuk{at}princeton.edu or yael{at}princeton.edu

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The Journal of Neuroscience: 33 (13)
Journal of Neuroscience
Vol. 33, Issue 13
27 Mar 2013
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Hierarchical Learning Induces Two Simultaneous, But Separable, Prediction Errors in Human Basal Ganglia
Carlos Diuk, Karin Tsai, Jonathan Wallis, Matthew Botvinick, Yael Niv
Journal of Neuroscience 27 March 2013, 33 (13) 5797-5805; DOI: 10.1523/JNEUROSCI.5445-12.2013

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Hierarchical Learning Induces Two Simultaneous, But Separable, Prediction Errors in Human Basal Ganglia
Carlos Diuk, Karin Tsai, Jonathan Wallis, Matthew Botvinick, Yael Niv
Journal of Neuroscience 27 March 2013, 33 (13) 5797-5805; DOI: 10.1523/JNEUROSCI.5445-12.2013
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