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Author

Hemant Vishwakarma

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Jul 2026

Single-channel EEG-based sleep state detection using spectral features and machine learning

An end-to-end classification framework using self-recorded single-channel wearable EEG data collected under real-world resting conditions, capturing natural inter-session variability and noise characteristics of practical wearable acquisition demonstrates the feasibility of low-cost single-channel EEG for practical sle...

Hemant Vishwakarma, Dushyant Kumar Singh, Shruti Pallawi · 0 citations

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