Explainability in action: A metric-driven assessment of local explanations for healthcare tabular models

• M. Atif Qureshi ,

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

  * E-mail: atif.qureshi@tudublin.ie

  Affiliations ADAPT Centre, Dublin, Ireland, Research Ireland Centre for Research Training in Machine Learning (ML-Labs), Dublin, Ireland, Faculty of Business, eXplainable Analytics Group, Technological University Dublin, Dublin, Ireland

  https://orcid.org/0000-0003-4413-4476

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• Abdul Aziz Noor,

  Roles Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Resources, Software, Visualization, Writing – original draft

  Affiliations ADAPT Centre, Dublin, Ireland, Faculty of Business, eXplainable Analytics Group, Technological University Dublin, Dublin, Ireland

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• Awais Manzoor,

  Roles Data curation, Funding acquisition, Writing – review & editing

  Affiliations ADAPT Centre, Dublin, Ireland, Faculty of Business, eXplainable Analytics Group, Technological University Dublin, Dublin, Ireland

  https://orcid.org/0000-0002-7678-8282

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• Muhammad Deedahwar Mazhar Qureshi,

  Roles Funding acquisition, Methodology, Validation, Writing – review & editing

  Affiliations Research Ireland Centre for Research Training in Machine Learning (ML-Labs), Dublin, Ireland, Faculty of Business, eXplainable Analytics Group, Technological University Dublin, Dublin, Ireland

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• Arjumand Younus,

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

  Affiliation School of Information and Communication Studies, University College Dublin, Dublin, Ireland

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• Wael Rashwan

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

  Affiliations Faculty of Business, eXplainable Analytics Group, Technological University Dublin, Dublin, Ireland, Maynooth University, School of Business, Maynooth, Co. Kildare, Ireland

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