A novel framework for classification of two-class motor imagery EEG signals using logistic regression classification algorithm

Rabia Avais Khan; Nasir Rashid; Muhammad Shahzaib; Umar Farooq Malik; Arshia Arif; Javaid Iqbal; Mubasher Saleem; Umar Shahbaz Khan; Mohsin Tiwana

doi:10.1371/journal.pone.0276133

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Open Access

Peer-reviewed

Research Article

A novel framework for classification of two-class motor imagery EEG signals using logistic regression classification algorithm

Rabia Avais Khan ,

Contributed equally to this work with: Rabia Avais Khan, Nasir Rashid, Muhammad Shahzaib

Roles Methodology, Writing – original draft

Affiliation Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan
⨯
Nasir Rashid ,

Contributed equally to this work with: Rabia Avais Khan, Nasir Rashid, Muhammad Shahzaib

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

* E-mail: n.rashid@ceme.nust.edu.pk

Affiliations Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan, Robot Design and Development Lab, National Centre of Robotics and Automation (NCRA), Punjab, Pakistan

https://orcid.org/0000-0003-0499-8042

⨯
Muhammad Shahzaib ,

Contributed equally to this work with: Rabia Avais Khan, Nasir Rashid, Muhammad Shahzaib

Roles Software, Validation

Affiliation Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan
⨯
Umar Farooq Malik,

Roles Data curation

Affiliation Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan
⨯
Arshia Arif,

Roles Formal analysis

Affiliation Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan
⨯
Javaid Iqbal,

Roles Conceptualization, Methodology

Affiliations Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan, Robot Design and Development Lab, National Centre of Robotics and Automation (NCRA), Punjab, Pakistan
⨯
Mubasher Saleem,

Roles Methodology, Software, Writing – review & editing

Affiliation Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan
⨯
Umar Shahbaz Khan,

Roles Funding acquisition, Visualization

Affiliations Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan, Robot Design and Development Lab, National Centre of Robotics and Automation (NCRA), Punjab, Pakistan

https://orcid.org/0000-0002-5263-1408

⨯
Mohsin Tiwana

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

Affiliations Department of Mechatronics Engineering, National University of Sciences & Technology, Islamabad, Pakistan, Robot Design and Development Lab, National Centre of Robotics and Automation (NCRA), Punjab, Pakistan
⨯

A novel framework for classification of two-class motor imagery EEG signals using logistic regression classification algorithm

Rabia Avais Khan,
Nasir Rashid,
Muhammad Shahzaib,
Umar Farooq Malik,
Arshia Arif,
Javaid Iqbal,
Mubasher Saleem,
Umar Shahbaz Khan,
Mohsin Tiwana

Published: September 8, 2023
https://doi.org/10.1371/journal.pone.0276133

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