{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T17:17:59Z","timestamp":1762017479242,"version":"build-2065373602"},"reference-count":32,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,7]]},"DOI":"10.1109\/embc.2019.8857348","type":"proceedings-article","created":{"date-parts":[[2019,10,8]],"date-time":"2019-10-08T00:51:21Z","timestamp":1570495881000},"page":"1829-1833","source":"Crossref","is-referenced-by-count":11,"title":["Fusion of End-to-End Deep Learning Models for Sequence-to-Sequence Sleep Staging"],"prefix":"10.1109","author":[{"given":"Huy","family":"Phan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Oliver Y.","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Philipp","family":"Koch","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alfred","family":"Mertins","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maarten","family":"De Vos","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"article-title":"Detection of REM sleep behaviour disorder by automated polysomnography analysis","year":"2018","author":"cooray","key":"ref32"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2014.6944758"},{"key":"ref30","article-title":"Adam: a method for stochastic optimization","author":"kingma","year":"2015","journal-title":"Proc ICLR"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2018.8512286"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2018.2813138"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2018.8512480"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2018.8513145"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.23919\/EUSIPCO.2018.8553483"},{"key":"ref15","article-title":"Joint classification and prediction CNN framework for automatic sleep stage classification","author":"phan","year":"2018","journal-title":"IEEE Transactions on Biomedical Engineering (TBME)"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2017.2721116"},{"article-title":"Distilling the knowledge in a neural network","year":"2015","author":"hinton","key":"ref17"},{"key":"ref18","first-page":"1","article-title":"Multiple classifier systems","author":"dietterich","year":"2000","journal-title":"Ensemble Methods in Machine Learning"},{"journal-title":"Statistical Methods for Meta-Analysis","year":"1985","author":"hedges","key":"ref19"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2004.04.003"},{"key":"ref4","first-page":"12786e","article-title":"Machine-learning-derived sleep-wake staging from around-the-ear electroencephalogram outperforms manual scoring and actigraphy","author":"mikkelsen","year":"2018","journal-title":"Journal of Sleep Research"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"journal-title":"Social and Economic Dimensions of Sleep Disorders An Issue of Sleep Medicine Clinics E-Book","year":"2017","author":"krieger","key":"ref3"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s10439-015-1444-y"},{"article-title":"Tensorflow: Large-scale machine learning on heterogeneous distributed systems","year":"2016","author":"abadi","key":"ref29"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1513\/AnnalsATS.201605-342BC"},{"article-title":"Automatic sleep stage scoring with single-channel EEG using convolutional neural networks","year":"2016","author":"tsinalis","key":"ref8"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2017.2733220"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-018-07229-3"},{"key":"ref9","first-page":"70","article-title":"Visualising convolutional neural network decisions in automatic sleep scoring","author":"andreotti","year":"2018","journal-title":"Proc Joint Workshop Artif Intell Health (AIH)"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2019.2896659"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2012.09.012"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1111\/jsr.12169"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2018.2799059"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(69)90021-2"},{"key":"ref23","article-title":"The AASM manual for the scoring of sleep and associated events: Rules, terminology and technical specifications","author":"iber","year":"2007","journal-title":"American Academy of Sleep Medicine"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1166"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1179"}],"event":{"name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","start":{"date-parts":[[2019,7,23]]},"location":"Berlin, Germany","end":{"date-parts":[[2019,7,27]]}},"container-title":["2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8844528\/8856280\/08857348.pdf?arnumber=8857348","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,15]],"date-time":"2022-07-15T03:12:41Z","timestamp":1657854761000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8857348\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7]]},"references-count":32,"URL":"https:\/\/doi.org\/10.1109\/embc.2019.8857348","relation":{},"subject":[],"published":{"date-parts":[[2019,7]]}}}