Nonlinear latent representations of high-dimensional task-fMRI data: Unveiling cognitive and behavioral insights in heterogeneous spatial maps

• Mariam Zabihi ,

  Roles Conceptualization, Formal analysis, Methodology, Visualization, Writing – original draft

  * E-mail: mariam.zabihi@gmail.com

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands, MRC Unit for Lifelong Health & Ageing, University College London (UCL), London, United Kingdom

  https://orcid.org/0000-0002-7083-2318

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• Seyed Mostafa Kia,

  Roles Conceptualization, Methodology

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands, Department of Psychiatry, University Medical Center Utrecht, Utrecht, the Netherlands

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• Thomas Wolfers,

  Roles Conceptualization

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands, NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway, Department of Psychiatry and Psychotherapy, Tübingen Center for Mental Health, University of Tübingen, Tübingen, Germany

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• Stijn de Boer,

  Roles Conceptualization

  Affiliation Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands

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• Charlotte Fraza,

  Roles Conceptualization

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands

  https://orcid.org/0000-0002-7088-9250

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• Richard Dinga,

  Roles Conceptualization

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands

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• Alberto Llera Arenas,

  Roles Conceptualization

  Affiliation Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands

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• Danilo Bzdok,

  Roles Conceptualization

  Affiliations Multimodal Imaging and Connectome Analysis Lab, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Quebec, Canada, Mila ‐ Quebec Artificial Intelligence Institute, Montreal, Quebec, Canada

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• Christian F. Beckmann,

  Roles Conceptualization, Supervision

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands, Centre for Functional MRI of the Brain, University of Oxford, Oxford, United Kingdom

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• Andre Marquand

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  Affiliations Donders Institute for Brain, Cognition and Behavior, Radboud University Nijmegen, Nijmegen, the Netherlands, Department for Cognitive Neuroscience, Radboud University Medical Center Nijmegen, Nijmegen, the Netherlands, Department of Neuroimaging, Institute of Psychiatry, Psychology, & Neuroscience, King’s College London, London, United Kingdom

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