Deep learning architectures for EEG-based classification of Dravet syndrome: A comparative study of pre-trained and non-pretrained hybrid CNN-LSTM models

• Sikandar Hussain,

  Roles Conceptualization, Data curation, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Computer and Software Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology(NUST), Islamabad, Pakistan

  ⨯
• Soyiba Jawed ,

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

  * E-mail: soyiba.jawed@ceme.nust.edu.pk

  Affiliation Department of Computer and Software Engineering, College of Electrical and Mechanical Engineering, National University of Sciences and Technology(NUST), Islamabad, Pakistan

  https://orcid.org/0000-0002-9984-3889

  ⨯
• Ali Mir,

  Roles Data curation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation Department of Pediatric Neurology, King Fahad Specialist Hospital, Dammam, Saudi Arabia

  ⨯
• Mona Ibrahim Ali,

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

  Affiliation Department of Pediatric Neurology, King Fahad Specialist Hospital, Dammam, Saudi Arabia

  ⨯
• Raidah Al-Baradie,

  Roles Conceptualization, Data curation, Writing – original draft, Writing – review & editing

  Affiliation Department of Pediatric Neurology, King Fahad Specialist Hospital, Dammam, Saudi Arabia

  ⨯
• Norah Alaqili,

  Roles Writing – review & editing

  Affiliation Department of Pediatric Neurology, King Fahad Specialist Hospital, Dammam, Saudi Arabia

  ⨯
• Eman Mohammed Nassim Ali,

  Roles Data curation, Methodology, Writing – original draft, Writing – review & editing

  Affiliation Department of Adult Neurology, King Fahad Specialist Hospital, Dammam, Saudi Arabia

  ⨯
• Shahid Bashir

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

  Affiliation Research Center, King Fahad Specialist Hospital Dammam, Dammam, Saudi Arabia

  ⨯