SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging
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silver, 2016, Mastering the game of Go with deep neural networks and tree search, Nature, 529, 484, 10.1038/nature16961
collobert, 2011, Natural language processing (almost) from scratch, J Mach Learn Res, 12, 2493
bojarski, 2016, End to End Learning for Self-Driving Cars
levine, 2016, End-to-end training of deep visuomotor policies, J Mach Learn Res, 17, 1
krizhevsky, 2012, ImageNet classification with deep convolutional neural networks, Proc NIPS, 1097
liang, 2011, A rule-based automatic sleep staging method, Proc EBMC, 6067
2006, Sleep Disorders and Sleep Deprivation An Unmet Public Health Problem
chung, 2014, Empirical evaluation of gated recurrent neural networks on sequence modeling
abadi, 2016, Tensorflow Large-scale machine learning on heterogeneous distributed systems
cooray, 2018, Detection of REM sleep behaviour disorder by automated polysomnography analysis
2014, The International Classification of Sleep Disorders—Third Edition (ICSD-3)
kingma, 2015, Adam: a method for stochastic optimization, Proc ICLR, 1
cooijmans, 2016, Recurrent batch normalization
srivastava, 2014, Dropout: A simple way to prevent neural networks from overfitting, J Mach Learn Res, 15, 1929
tsinalis, 2016, Automatic sleep stage scoring with single-channel EEG using convolutional neural networks
mikkelsen, 2018, Personalizing deep learning models for automatic sleep staging
andreotti, 2018, Visualising convolutional neural network decisions in automated sleep scoring, Proc Joint Workshop Artif Intell Health (AIH), 70
mikkelsen, 2018, Machine-learning-derived sleep–wake staging from around-the-ear electroencephalogram outperforms manual scoring and actigraphy, J Sleep Res, 13, 12786e
iber, 2007, The AASM Manual for the scoring of sleep and associated events Rules terminology and technical specifications
krieger, 2017, Social and Economic Dimensions of Sleep Disorders An Issue of Sleep Medicine Clinics E-Book
bahdanau, 2015, Neural machine translation by jointly learning to align and translate