{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,21]],"date-time":"2026-06-21T23:08:30Z","timestamp":1782083310857,"version":"3.54.5"},"reference-count":28,"publisher":"Informa UK Limited","license":[{"start":{"date-parts":[[2024,11,1]],"date-time":"2024-11-01T00:00:00Z","timestamp":1730419200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["NSS"],"DOI":"10.2147\/nss.s467111","type":"journal-article","created":{"date-parts":[[2024,11,26]],"date-time":"2024-11-26T05:50:11Z","timestamp":1732600211000},"page":"1827-1847","source":"Crossref","is-referenced-by-count":8,"title":["Research on Sleep Staging Based on Support Vector Machine and Extreme Gradient Boosting Algorithm"],"prefix":"10.2147","volume":"Volume 16","author":[{"given":"Yiwen","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shuming","family":"Ye","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhi","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yonghua","family":"Chu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiarong","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenke","family":"Yu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2024,11]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"1435","DOI":"10.3969\/j.issn.1005-7803.2019.11.024","volume":"30","author":"Qian","year":"2019","journal-title":"Jiangsu Health Ser Manag"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1109\/EMBC.2013.6609531","volume":"2013","author":"Christensen","year":"2013","journal-title":"Annu Int Conf IEEE Eng Med Biol Soc"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"10","DOI":"10.19738\/j.cnki.psy.2021.03.005","author":"Shunpeng","year":"2021","journal-title":"Psychol Mthly"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"2184","DOI":"10.19381\/j.issn.1001-7585.2018.14.076","volume":"31","author":"Yumo","year":"2018","journal-title":"Med Theory Pract"},{"key":"ref5","unstructured":"A.O.S.M. American. The AASM Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications. Vol. 23. Westchester, IL: American Academy of Sleep Medicine; 2007."},{"key":"ref6","doi-asserted-by":"publisher","first-page":"3","DOI":"10.4103\/2231-0770.94803","volume":"2","author":"Sankri-Tarbichi","year":"2012","journal-title":"Avicenna J Med"},{"key":"ref7","doi-asserted-by":"crossref","unstructured":"Yilmaz A, Mutlu MA, G\u00fcnay M, Dem\u0131r AU. Analysis of portable apnea devices: comparison with polysomnographic (psg) records. IEEE; 2019: 1\u20134.","DOI":"10.1109\/SIU.2019.8806566"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.sleep.2019.04.001","volume":"62","author":"Kamble","year":"2019","journal-title":"Sleep Med"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1016\/j.parkreldis.2019.01.018","volume":"62","author":"Duarte","year":"2019","journal-title":"Parkinsonism Relat Disord"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"7922","DOI":"10.1016\/j.eswa.2010.04.043","volume":"37","author":"G\u00fcne\u015f","year":"2010","journal-title":"Expert Syst Appl"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"343","DOI":"10.1007\/s11517-016-1519-4","volume":"55","author":"da Silveira","year":"2017","journal-title":"Med Biol Eng Comput"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1016\/j.eswa.2018.03.020","volume":"104","author":"Seifpour","year":"2018","journal-title":"Expert Syst Appl"},{"key":"ref13","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/j.compbiomed.2019.01.013","volume":"106","author":"Michielli","year":"2019","journal-title":"Comput Biol Med"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"968","DOI":"10.3969\/j.issn.1005-202X.2017.09.022","volume":"34","author":"Fang","year":"2017","journal-title":"Chin J Med Phys"},{"key":"ref15","first-page":"318","volume":"37","author":"Wenbing","year":"2017","journal-title":"Computer App"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"E215","DOI":"10.1161\/01.cir.101.23.e215","volume":"101","author":"Goldberger","year":"2000","journal-title":"Circulation"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1093\/sleep\/zsab145","volume":"44","author":"Younes","year":"2021","journal-title":"Sleep"},{"key":"ref18","unstructured":"Yalu W, Research on Sleep Staging Algorithm Based on Support Vector Machine Classifier. [M.D thesis]. BME, ZheJiang University; Hang Zhou: 2019."},{"key":"ref19","doi-asserted-by":"publisher","first-page":"41","DOI":"10.21873\/cgp.20063","volume":"15","author":"Huang","year":"2018","journal-title":"Cancer Genom Proteom"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"2987","DOI":"10.1080\/02664763.2019.1625876","volume":"46","author":"Reynolds","year":"2019","journal-title":"J Appl Stat"},{"key":"ref21","first-page":"1","volume":"1","author":"Chen","year":"2015","journal-title":"R Package Version"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.jneumeth.2016.07.012","volume":"271","author":"Hassan","year":"2016","journal-title":"J Neurosci Meth"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"2131","DOI":"10.1109\/TCBB.2019.2911071","volume":"17","author":"Ogunleye","year":"2020","journal-title":"IEEE\/ACM Trans Comput Biol Bioinform"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"1737","DOI":"10.21037\/atm-21-5999","volume":"9","author":"Wang","year":"2021","journal-title":"Ann Transl Med"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"758","DOI":"10.1109\/TNSRE.2018.2813138","volume":"26","author":"Chambon","year":"2018","journal-title":"IEEE Trans Neural Syst Rehabil Eng"},{"key":"ref26","unstructured":"Xiaoyan L. Clinical EEG. China: People\u2019s Health Publishing House; 2006."},{"key":"ref27","first-page":"1","volume":"2021","author":"Jia","year":"2021","journal-title":"ArXiv abs\/2105 13864"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"107477","DOI":"10.1016\/j.compbiomed.2023.107477","volume":"165","author":"Li","year":"2023","journal-title":"Comput Biol Med"}],"container-title":["Nature and Science of Sleep"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.dovepress.com\/article\/download\/97696","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.dovepress.com\/article\/download\/97696","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,26]],"date-time":"2024-11-26T05:50:17Z","timestamp":1732600217000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.dovepress.com\/research-on-sleep-staging-based-on-support-vector-machine-and-extreme--peer-reviewed-fulltext-article-NSS"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11]]},"references-count":28,"URL":"https:\/\/doi.org\/10.2147\/nss.s467111","relation":{},"ISSN":["1179-1608"],"issn-type":[{"value":"1179-1608","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,11]]}}}