SERF: Interpretable Sleep Staging using Embeddings, Rules, and Features

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SERF: Interpretable Sleep Staging using Embeddings, Rules, and Features

21 September 2022

Irfan Al-Hussaini

Cassie S. Mitchell

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Papers citing "SERF: Interpretable Sleep Staging using Embeddings, Rules, and Features"

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Title
SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification Huy P Phan Kaare B. Mikkelsen Oliver Y. Chén P. Koch Alfred Mertins M. D. Vos 79 188 0 23 May 2021
Interpretability of machine learning based prediction models in healthcare Gregor Stiglic Primož Kocbek Nino Fijačko Marinka Zitnik K. Verbert Leona Cilar AI4CE 69 386 0 20 Feb 2020
Dreem Open Datasets: Multi-Scored Sleep Datasets to compare Human and Automated sleep staging Antoine Guillot F. Sauvet E. During Valentin Thorey 123 107 0 31 Oct 2019
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging Mathias Perslev M. Jensen S. Darkner P. Jennum Christian Igel AI4TS 136 251 0 24 Oct 2019
SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging Huy P Phan Fernando Andreotti Navin Cooray Oliver Y. Chén M. D. Vos 127 420 0 28 Sep 2018
SLEEPNET: Automated Sleep Staging System via Deep Learning Siddharth Biswal Joshua A. Kulas Haoqi Sun B. Goparaju M. P. M. Brandon Westover M. Bianchi Jimeng Sun MLAU 37 136 0 26 Jul 2017
A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series Stanislas Chambon M. Galtier P. Arnal G. Wainrib Alexandre Gramfort MLAU AI4TS 82 489 0 05 Jul 2017
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 95 959 0 12 Mar 2017
Mixed Neural Network Approach for Temporal Sleep Stage Classification Hao Dong A. Supratak W. Pan Chao Wu Paul M. Matthews Yike Guo 77 245 0 15 Oct 2016
The Mythos of Model Interpretability Zachary Chase Lipton FaML 183 3,708 0 10 Jun 2016