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Oracle Upper Bounds on Clean-EEG Recoverability from Single-Channel Decompositions Under EOG/EMG Contamination

Objective: Single-channel EEG artifact suppression often relies on signal decomposition; however, it is not always clear how much clean EEG is recoverable from a given decomposition when component weighting is ideal. We present an oracle-based benchmark that characterises this best-case recoverabili...

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Principais autores: Usman Qamar Shaikh, Anubha Manju Kalra, Andrew Lowe, Imran Khan Niazi
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-04-01
coleção:Sensors
Assuntos:
electroencephalography (EEG)
artifact suppression
ocular artifacts (EOG)
muscle artifacts (EMG)
signal decomposition
variational mode decomposition (VMD)
Acesso em linha:https://www.mdpi.com/1424-8220/26/9/2581
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