{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T05:17:47Z","timestamp":1778822267894,"version":"3.51.4"},"reference-count":20,"publisher":"IEEE","license":[{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,7,1]],"date-time":"2020-07-01T00:00:00Z","timestamp":1593561600000},"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":[[2020,7]]},"DOI":"10.1109\/embc44109.2020.9175460","type":"proceedings-article","created":{"date-parts":[[2020,8,28]],"date-time":"2020-08-28T01:06:04Z","timestamp":1598576764000},"page":"625-628","source":"Crossref","is-referenced-by-count":3,"title":["Automatic Sleep Stage Classification using Marginal Hilbert Spectrum Features and a Convolutional Neural Network"],"prefix":"10.1109","author":[{"given":"Wenshuai","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pan","family":"Liao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guiping","family":"Su","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shiwei","family":"Ye","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yan","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref10","article-title":"Recurrent Deep Neural Networks for Real-Time Sleep Stage Classification From Single Channel EEG","year":"2018","journal-title":"Frontiers in Computational Neuroscience"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2019.2896659"},{"key":"ref12","article-title":"Sleep staging from single-channel EEG with multi-scale feature and contextual information","year":"2019","journal-title":"Sleep and Breathing"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2017.2721116"},{"key":"ref14","article-title":"SleepEEGNet: Automated Sleep Stage classification with Sequence to Sequence Deep Learning Approach","author":"mousavi","year":"2019"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.23919\/ACC.1990.4790860"},{"key":"ref16","article-title":"A Two-Stage Neural Network for Sleep Stage Classification based on Feature Learning, Sequence Learning, and Data Augmentation","author":"chenglu","year":"2019","journal-title":"Computers in Biology and Medicine"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1098\/rspa.1998.0193"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2016.12.015"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.324"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2005.869773"},{"key":"ref3","article-title":"A Comparison Study on Multidomain EEG Features for Sleep Stage Classification","author":"z","year":"2017","journal-title":"Computational Intelligence and Neuroscience"},{"key":"ref6","article-title":"An Approach for Automatic Sleep Stage classification and Apnea-Hypopnea Detection","author":"schluter","year":"2011","journal-title":"IEEE International Conference on Data Mining IEEE"},{"key":"ref5","first-page":"5025","article-title":"Metric learning for automatic sleep stage classification","author":"phan","year":"2013","journal-title":"Proc IEEE Eng Med Biol Soc"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2017.2776149"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2018.2799059"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(69)90021-2"},{"key":"ref1","article-title":"The AASM Manual for the classification of Sleep and Associated Events: Rules, Terminology and Technical Specifications","author":"iber","year":"2007","journal-title":"American Academy of Sleep Medicine"},{"key":"ref9","article-title":"Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification","author":"phan","year":"2018","journal-title":"IEEE Transactions on Biomedical Engineering"},{"key":"ref20","article-title":"An open-source toolbox for standardized use of PhysioNet Sleep EDF Expanded Database","author":"syed","year":"2015","journal-title":"IEEE Engineering Medicine and Biology Society (EMBC) Annual Int Conf"}],"event":{"name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) in conjunction with the 43rd Annual Conference of the Canadian Medical and Biological Engineering Society","location":"Montreal, QC, Canada","start":{"date-parts":[[2020,7,20]]},"end":{"date-parts":[[2020,7,24]]}},"container-title":["2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9167168\/9175149\/09175460.pdf?arnumber=9175460","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,27]],"date-time":"2022-06-27T15:58:33Z","timestamp":1656345513000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9175460\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7]]},"references-count":20,"URL":"https:\/\/doi.org\/10.1109\/embc44109.2020.9175460","relation":{},"subject":[],"published":{"date-parts":[[2020,7]]}}}