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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,982 papers · 148 categories

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2 results for “hypnogram”

Automatic sleep monitoring using ear-EEGphysics.med-ph

The monitoring of sleep patterns without patient's inconvenience or involvement of a medical specialist is a clinical question of significant importance. To this end, we propose an automatic sleep stage monitoring system based on an affordable, unobtrusive, discreet, and long-term wearable in-ear sensor for recording t…

2017-01-03abs ↗pdf ↗

End-to-end Sleep Staging with Raw Single Channel EEG using Deep Residual ConvNetscs.LG

Deep neural net improves sleep stage classification from raw EEG.

problem Improving accuracy of sleep stage classification from raw EEG data.

method 34-layer deep residual ConvNet architecture trained on raw single channel EEG data.

result Proposed network outperforms state-of-the-art methods in sleep staging accuracy.

sleep staging deep learning EEG convolutional neural networks hypnogram

2019-04-23abs ↗pdf ↗