U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging

Mathias Perslev, Michael Jensen, Sune Darkner, Poul Jørgen Jennum, Christian Igel

Neural Information Processing Systems 

The most successful deep learning systems in this domain combine convolutional and recurrent layers to extract useful features to model temporal relations.

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