Subject-specific CNNs on EEG spectrograms reach 80% accuracy detecting A-phases and 72-79% classifying subtypes using only 25% labeled data per person.
Cumula- tive sleepiness, mood disturbance, and psychomotor vigilance performance decrements during a week of sleep restricted to 4–5 hours per night
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A-Phase classification using convolutional neural networks
Subject-specific CNNs on EEG spectrograms reach 80% accuracy detecting A-phases and 72-79% classifying subtypes using only 25% labeled data per person.