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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.

168,695 papers · 148 categories

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3 results for “sleepiness”

A Novel Fusion of Attention and Sequence to Sequence Autoencoders to Predict Sleepiness From Speecheess.AS

Novel fusion of autoencoders predicts sleepiness from speech.

problem Predicting sleepiness from speech recordings.

method Attention-based and recurrent sequence to sequence autoencoders for unsupervised representation learning.

result Fusion of autoencoders' representations achieves higher correlation with sleepiness scales.

sleepiness speech recognition unsupervised learning autoencoders attention mechanism

2020-05-15abs ↗pdf ↗

Towards a Flexible Deep Learning Method for Automatic Detection of Clinically Relevant Multi-Modal Events in the Polysomnogrameess.SP

Much attention has been given to automatic sleep staging algorithms in past years, but the detection of discrete events in sleep studies is also crucial for precise characterization of sleep patterns and possible diagnosis of sleep disorders. We propose here a deep learning model for automatic detection and annotation …

2019-05-16abs ↗pdf ↗

Automatic detection of microsleep episodes with deep learningcs.LG

Deep learning detects microsleep episodes in EEG data.

problem Automatic detection of microsleep episodes (MSEs) in EEG data.

method Convolutional neural networks (CNNs) and LSTM networks were implemented to analyze MWT data.

result Deep learning algorithms showed good performance close to human experts in detecting MSEs.

microsleep deep learning EEG wakefulness sleep

2020-09-07abs ↗pdf ↗