A single-graph visualization to reveal hidden explainability patterns of SHAP feature interactions in machine learning for biomedical issues

• Félix Furger ,

  Contributed equally to this work with: Félix Furger, Miguel Thomas

  Roles Investigation, Methodology, Software, Visualization, Writing – original draft

  Affiliation RESTORE Research Center, Universite de Toulouse, INSERM 1301, CNRS 5070, EFS, Toulouse, France

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• Miguel Thomas ,

  Contributed equally to this work with: Félix Furger, Miguel Thomas

  Roles Data curation, Investigation, Software, Writing – original draft

  Affiliation RESTORE Research Center, Universite de Toulouse, INSERM 1301, CNRS 5070, EFS, Toulouse, France

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• Julien Aligon,

  Roles Conceptualization, Funding acquisition, Methodology, Resources, Writing – review & editing

  Affiliation Universite Toulouse Capitole, Institute of Research in Informatics (IRIT) of Toulouse, CNRS – UMR5505, Toulouse, France

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• Emmanuel Doumard,

  Roles Data curation, Formal analysis, Software, Visualization, Writing – original draft

  Affiliations RESTORE Research Center, Universite de Toulouse, INSERM 1301, CNRS 5070, EFS, Toulouse, France, Universite Toulouse Capitole, Institute of Research in Informatics (IRIT) of Toulouse, CNRS – UMR5505, Toulouse, France

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• Cyrille Delpierre,

  Roles Methodology, Validation, Writing – review & editing

  Affiliation CERPOP, UMR1295 (EQUITY), Universite de Toulouse, Toulouse, France

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• Louis Casteilla,

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

  Affiliation RESTORE Research Center, Universite de Toulouse, INSERM 1301, CNRS 5070, EFS, Toulouse, France

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• Paul Monsarrat

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – review & editing

  * E-mail: paul.monsarrat@inserm.fr

  Current address: RESTORE Research Center, 4bis Avenue Hubert Curien 31100 Toulouse, France

  Affiliations RESTORE Research Center, Universite de Toulouse, INSERM 1301, CNRS 5070, EFS, Toulouse, France, Oral Medicine Department and Hospital of Toulouse, Toulouse, France

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