most citedAutomatic Sleep Stage Scoring with Single-Channel EEG Using Convolutional Neural Networks

260 citations · 260 across the 1 of their papers we have counts for

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stat.ML2016★ 260 cited

Automatic Sleep Stage Scoring with Single-Channel EEG Using Convolutional Neural Networks

Orestis Tsinalis, Paul M. Matthews, Yike Guo +1

We used convolutional neural networks (CNNs) for automatic sleep stage scoring based on single-channel electroencephalography (EEG) to learn task-specific filters for classificatio…