Graphs Constructed from Instantaneous Amplitude and Phase of Electroencephalogram Successfully Differentiate Motor Imagery Tasks

Experimental results reflect that brain functional connectivity graphs derived using the instantaneous amplitude and phase of the EEG signals show comparable performance with the best results reported on these data in the literature, indicating the efficiency of the proposed method compared to the state-of-the-art methods.

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Publication Details

Journal
Journal of Medical Signals & Sensors
Published
2025-03-01
DOI
https://doi.org/10.4103/jmss.jmss_63_24
Primary Topic
EEG and Brain-Computer Interfaces
Type
article
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article

Graphs Constructed from Instantaneous Amplitude and Phase of Electroencephalogram Successfully Differentiate Motor Imagery Tasks

Hamid Behjat, Dimitri Van De Ville, Hamid Saeedi‐Sourck, Maliheh Miri et al.
Journal of Medical Signals & Sensors
EEG and Brain-Computer Interfaces
article

Graphs Constructed from Instantaneous Amplitude and Phase of Electroencephalogram Successfully Differentiate Motor Imagery Tasks

Hamid Behjat, Dimitri Van De Ville, Hamid Saeedi‐Sourck, Maliheh Miri, Vahid Abootalebi
article en

Abstract

Experimental results reflect that brain functional connectivity graphs derived using the instantaneous amplitude and phase of the EEG signals show comparable performance with the best results reported on these data in the literature, indicating the efficiency of the proposed method compared to the state-of-the-art methods.

Journal of Medical Signals & SensorsVol. 15(3)
Yazd University (IR), University of Geneva (CH), Lund University (SE), École Polytechnique Fédérale de Lausanne (CH)
Reduced inequalities
Openalex Percentile: Top 95%
EEG and Brain-Computer Interfaces
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