Ensemble of machine learning algorithms using the stacked generalization approach to estimate the warfarin dose

• Zhiyuan Ma ,

  Contributed equally to this work with: Zhiyuan Ma, Ping Wang

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

  * E-mail: zhiyuan.ma@duke.edu (ZM); ruobing.wang@duke.edu (RW); koroushkhalighi@gmail.com (KK)

  Affiliations Easton Cardiovascular Associates, Easton, PA, United States of America, Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, NC, United States of America

  http://orcid.org/0000-0002-0381-7804

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• Ping Wang ,

  Contributed equally to this work with: Zhiyuan Ma, Ping Wang

  Roles Data curation, Formal analysis, Investigation, Methodology, Validation, Writing – review & editing

  Affiliation Easton Cardiovascular Associates, Easton, PA, United States of America

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• Zehui Gao,

  Roles Methodology

  Affiliation Department of Mathematics and Statistics, San Diego State University, La Mesa, CA, United States of America

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• Ruobing Wang ,

  Roles Methodology, Writing – review & editing

  * E-mail: zhiyuan.ma@duke.edu (ZM); ruobing.wang@duke.edu (RW); koroushkhalighi@gmail.com (KK)

  Affiliations Department of Chemistry and Social Science Research Institute, Duke University, Durham, NC, United States of America, Science Center of Opera Solutions LLC, San Diego, CA, United States of America

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• Koroush Khalighi

  Roles Investigation, Resources, Supervision, Writing – review & editing

  * E-mail: zhiyuan.ma@duke.edu (ZM); ruobing.wang@duke.edu (RW); koroushkhalighi@gmail.com (KK)

  Affiliations Easton Cardiovascular Associates, Easton, PA, United States of America, Division of Cardiology, Department of Medicine, Easton Hospital, Easton, PA, United States of America, Drexel University College of Medicine, Philadelphia, PA, United States of America

  http://orcid.org/0000-0002-2510-4936

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