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Open Access

Peer-reviewed

Research Article

Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI

  • Georgia Koppe ,

    Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

    * E-mail: georgia.koppe@zi-mannheim.de (GK); daniel.durstewitz@zi-mannheim.de (DD)

    Affiliations Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany

    ORCID logo http://orcid.org/0000-0003-2941-9238

    ⨯
  • Hazem Toutounji,

    Roles Software, Writing – review & editing

    Affiliations Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland

    ORCID logo http://orcid.org/0000-0002-2655-3071

    ⨯
  • Peter Kirsch,

    Roles Supervision, Writing – review & editing

    Affiliation Department of Clinical Psychology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany

    ⨯
  • Stefanie Lis,

    Roles Supervision, Writing – review & editing

    Affiliation Institute for Psychiatric and Psychosomatic Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany

    ORCID logo http://orcid.org/0000-0002-8051-2756

    ⨯
  • Daniel Durstewitz

    Roles Conceptualization, Funding acquisition, Investigation, Methodology, Software, Supervision, Writing – original draft, Writing – review & editing

    * E-mail: georgia.koppe@zi-mannheim.de (GK); daniel.durstewitz@zi-mannheim.de (DD)

    Affiliations Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany, Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany

    ORCID logo http://orcid.org/0000-0002-9340-3786

    ⨯

Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI

  • Georgia Koppe, 
  • Hazem Toutounji, 
  • Peter Kirsch, 
  • Stefanie Lis, 
  • Daniel Durstewitz
PLOS
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  • Published: August 21, 2019
  • https://doi.org/10.1371/journal.pcbi.1007263
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