Filter bank common spatial pattern and envelope-based features in multimodal EEG-fTCD brain-computer interfaces

• Alaa-Allah Essam ,

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

  ¶☯ Equally contributing co-first authors.

  Affiliation Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt

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• Ammar Ibrahim ,

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

  ¶☯ Equally contributing co-first authors.

  Affiliation Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt

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• Ashar Seif Al-Nasr ,

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

  ¶☯ Equally contributing co-first authors.

  Affiliation Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt

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• Mariam El-Saqa ,

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

  ¶☯ Equally contributing co-first authors.

  Affiliation Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt

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• Sohila Mohamed ,

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

  ¶☯ Equally contributing co-first authors.

  Affiliation Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt

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• Ayman Anwar,

  Roles Methodology, Software, Writing – review & editing

  Affiliations Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt, Department of Electrical and Computer Engineering, University of Toronto, Ontario, Canada

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• Ayman Eldeib,

  Roles Methodology, Writing – review & editing

  Affiliations Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt, Computer Science Department, School of Engineering, Technology, and Aeronautics (SETA), Southern New Hampshire University (SNHU), New Hampshire, United States of America

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• Murat Akcakaya,

  Roles Investigation, Writing – review & editing

  Affiliation Electrical and Computer Engineering Department, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America

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• Aya Khalaf

  Roles Conceptualization, Investigation, Methodology, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: aya.khalaf@yale.edu

  Affiliations Biomedical Engineering and Systems Department, Faculty of Engineering, Cairo University, Giza, Egypt, Department of Neurology, Yale University School of Medicine, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-3736-580X

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