DeepSleep convolutional neural network allows accurate and fast

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What is the difference between depth and width in neural networks (CNN, RNN)? Why do we need both of them when training a model? How can we measure their values correctly?

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DeepSleep: Fast and Accurate Delineation of Sleep Arousals at Millisecond Resolution by Deep Learning

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DeepSleep: Fast and Accurate Delineation of Sleep Arousals at Millisecond Resolution by Deep Learning

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Sle-CNN: a novel convolutional neural network for sleep stage classification