{"id":"https://openalex.org/W3040939498","doi":"https://doi.org/10.1109/tpami.2021.3070057","title":"XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging","display_name":"XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3040939498","doi":"https://doi.org/10.1109/tpami.2021.3070057","mag":"3040939498","pmid":"https://pubmed.ncbi.nlm.nih.gov/33788679"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2021.3070057","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2021.3070057","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2007.05492","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058452657","display_name":"Huy Phan","orcid":"https://orcid.org/0000-0003-4096-785X"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Huy Phan","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London, 4617 London, London, United Kingdom of Great Britain and Northern Ireland, E1 4NS (e-mail: h.phan@qmul.ac.uk)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, 4617 London, London, United Kingdom of Great Britain and Northern Ireland, E1 4NS (e-mail: h.phan@qmul.ac.uk)","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074236126","display_name":"Oliver Y. Ch\u00e9n","orcid":"https://orcid.org/0000-0002-5696-3127"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Oliver Y. Chen","raw_affiliation_strings":["Department of Engineering Science, University of Oxford, 6396 Oxford, Oxfordshire, United Kingdom of Great Britain and Northern Ireland, (e-mail: yibing.chen@seh.ox.ac.uk)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering Science, University of Oxford, 6396 Oxford, Oxfordshire, United Kingdom of Great Britain and Northern Ireland, (e-mail: yibing.chen@seh.ox.ac.uk)","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086350893","display_name":"Minh C. Tran","orcid":"https://orcid.org/0000-0003-2622-1365"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Minh C. Tran","raw_affiliation_strings":["Nuffield Division of Anaesthetics, University of Oxford, 6396 Oxford, Oxfordshire, United Kingdom of Great Britain and Northern Ireland, (e-mail: minh.tran@chch.ox.ac.uk)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuffield Division of Anaesthetics, University of Oxford, 6396 Oxford, Oxfordshire, United Kingdom of Great Britain and Northern Ireland, (e-mail: minh.tran@chch.ox.ac.uk)","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069375338","display_name":"Philipp Koch","orcid":"https://orcid.org/0000-0003-3713-8786"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Philipp Koch","raw_affiliation_strings":["Institute for Signal Processing, University of Lbeck, Lbeck, Schleswig-Holstein, Germany, (e-mail: ph.koch@uni-luebeck.de)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Signal Processing, University of Lbeck, Lbeck, Schleswig-Holstein, Germany, (e-mail: ph.koch@uni-luebeck.de)","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063948113","display_name":"Alfred Mertins","orcid":"https://orcid.org/0000-0001-5718-577X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alfred Mertins","raw_affiliation_strings":["Institute for Signal Processing, University of Lbeck, Lbeck, Schleswig-Holstein, Germany, (e-mail: alfred.mertins@uni-luebeck.de)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Signal Processing, University of Lbeck, Lbeck, Schleswig-Holstein, Germany, (e-mail: alfred.mertins@uni-luebeck.de)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064593698","display_name":"Maarten De Vos","orcid":"https://orcid.org/0000-0002-3482-5145"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Maarten De Vos","raw_affiliation_strings":["Department of Electrical Engineering, KU Leuven, 26657 Leuven, Flanders, Belgium, (e-mail: maarten.devos@kuleuven.be)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, KU Leuven, 26657 Leuven, Flanders, Belgium, (e-mail: maarten.devos@kuleuven.be)","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":22.1578,"has_fulltext":true,"cited_by_count":270,"citation_normalized_percentile":{"value":0.9975964,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"44","issue":"9","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.9378272294998169},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7437126040458679},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.694810688495636},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5819152593612671},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5206353068351746},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48603159189224243},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.4794001579284668},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.455070436000824},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.45115649700164795},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4253462255001068},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38948848843574524},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3327397108078003},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11121422052383423}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.9378272294998169},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7437126040458679},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.694810688495636},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5819152593612671},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5206353068351746},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48603159189224243},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.4794001579284668},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.455070436000824},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.45115649700164795},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4253462255001068},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38948848843574524},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3327397108078003},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11121422052383423},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1109/tpami.2021.3070057","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2021.3070057","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:33788679","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33788679","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:arXiv.org:2007.05492","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2007.05492","pdf_url":"https://arxiv.org/pdf/2007.05492","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:qmro.qmul.ac.uk:123456789/72426","is_oa":true,"landing_page_url":"https://qmro.qmul.ac.uk/xmlui/handle/123456789/72426","pdf_url":"https://qmro.qmul.ac.uk/xmlui/handle/123456789/72426","source":{"id":"https://openalex.org/S4306400530","display_name":"Queen Mary Research Online (Queen Mary University of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I166337079","host_organization_name":"Queen Mary University of London","host_organization_lineage":["https://openalex.org/I166337079"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:figshare.com:article/30156958","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/XSleepNet_Multi-View_Sequential_Model_for_Automatic_Sleep_Staging/30156958","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/672904","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/bitstream/123456789/672904/3/21-58-pub.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S7407055369","display_name":"Lirias","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ieee Transactions On Pattern Analysis And Machine Intelligence, vol. 44 (9), (5903-5915)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2007.05492","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2007.05492","pdf_url":"https://arxiv.org/pdf/2007.05492","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G5002562366","display_name":null,"funder_award_id":"B-3000","funder_id":"https://openalex.org/F4320322308","funder_display_name":"KU Leuven"}],"funders":[{"id":"https://openalex.org/F4320308347","display_name":"Brigham and Women's Hospital","ror":"https://ror.org/04b6nzv94"},{"id":"https://openalex.org/F4320308349","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78"},{"id":"https://openalex.org/F4320320279","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86"},{"id":"https://openalex.org/F4320320290","display_name":"University of Oxford","ror":"https://ror.org/052gg0110"},{"id":"https://openalex.org/F4320322308","display_name":"KU Leuven","ror":"https://ror.org/05f950310"},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W160785014","https://openalex.org/W1522301498","https://openalex.org/W1677182931","https://openalex.org/W1903029394","https://openalex.org/W1966976587","https://openalex.org/W1967286340","https://openalex.org/W1983256092","https://openalex.org/W1992018127","https://openalex.org/W2004093153","https://openalex.org/W2005422315","https://openalex.org/W2009150118","https://openalex.org/W2019241323","https://openalex.org/W2023294425","https://openalex.org/W2064675550","https://openalex.org/W2095705004","https://openalex.org/W2144691514","https://openalex.org/W2157331557","https://openalex.org/W2162800060","https://openalex.org/W2164082066","https://openalex.org/W2168249605","https://openalex.org/W2180889008","https://openalex.org/W2193413348","https://openalex.org/W2258794826","https://openalex.org/W2271840356","https://openalex.org/W2328743318","https://openalex.org/W2525537354","https://openalex.org/W2529700114","https://openalex.org/W2539353608","https://openalex.org/W2555618208","https://openalex.org/W2583913471","https://openalex.org/W2590019597","https://openalex.org/W2604096629","https://openalex.org/W2739093060","https://openalex.org/W2771338643","https://openalex.org/W2783181309","https://openalex.org/W2790486743","https://openalex.org/W2805033630","https://openalex.org/W2805075551","https://openalex.org/W2884525847","https://openalex.org/W2887999087","https://openalex.org/W2893892260","https://openalex.org/W2898642424","https://openalex.org/W2898717010","https://openalex.org/W2899090218","https://openalex.org/W2901121365","https://openalex.org/W2902751862","https://openalex.org/W2904418346","https://openalex.org/W2904772173","https://openalex.org/W2912943321","https://openalex.org/W2920016582","https://openalex.org/W2946784505","https://openalex.org/W2947356958","https://openalex.org/W2949517790","https://openalex.org/W2963304263","https://openalex.org/W2963919481","https://openalex.org/W2964065019","https://openalex.org/W2964121744","https://openalex.org/W2964959984","https://openalex.org/W2970585579","https://openalex.org/W2979383127","https://openalex.org/W2979437108","https://openalex.org/W2981654920","https://openalex.org/W2984929129","https://openalex.org/W3022066024","https://openalex.org/W3022302886","https://openalex.org/W3035333188","https://openalex.org/W3035374448","https://openalex.org/W3042780256","https://openalex.org/W3108655343","https://openalex.org/W3124141153","https://openalex.org/W4241638276","https://openalex.org/W4294214983","https://openalex.org/W4294629130","https://openalex.org/W4300131609","https://openalex.org/W4302375066","https://openalex.org/W4308909683","https://openalex.org/W6631190155","https://openalex.org/W6674330103","https://openalex.org/W6687566353","https://openalex.org/W6694517276","https://openalex.org/W6701650085","https://openalex.org/W6727807574","https://openalex.org/W6741357806","https://openalex.org/W6747255343","https://openalex.org/W6767290199"],"related_works":["https://openalex.org/W3099765033","https://openalex.org/W4378835439","https://openalex.org/W2084125138","https://openalex.org/W2841059565","https://openalex.org/W2294987193","https://openalex.org/W3196356839","https://openalex.org/W4224220486","https://openalex.org/W3026648951","https://openalex.org/W2079867952","https://openalex.org/W4247336441"],"abstract_inverted_index":{"Automating":[0],"sleep":[1,8,16,23,57,70,252],"staging":[2,58,71,253],"is":[3,59,74,101,111,127,132,140,169,201],"vital":[4],"to":[5,12,154,157,171,204,207,214],"scale":[6],"up":[7,129],"assessment":[9],"and":[10,18,20,33,52,61,85,135,152,213,238,255],"diagnosis":[11],"serve":[13],"millions":[14],"experiencing":[15],"deprivation":[17],"disorders":[19],"enable":[21],"longitudinal":[22],"monitoring":[24],"in":[25,179],"home":[26],"environments.":[27],"Learning":[28],"from":[29,44,81,161],"raw":[30,50,83],"polysomnography":[31],"signals":[32,51,84],"their":[34,115],"derived":[35],"time-frequency":[36,54,86],"image":[37],"representations":[38],"has":[39],"been":[40],"prevalent.":[41],"However,":[42],"learning":[43,77,106,122],"multi-view":[45,240],"inputs":[46],"(e.g.,":[47],"both":[48,82],"the":[49,53,98,105,121,149,159,167,173,180,185,198,208,216,219,235,239,261],"images)":[55],"for":[56],"difficult":[60],"not":[62],"well":[63,134],"understood.":[64],"This":[65],"work":[66],"proposes":[67],"a":[68,78,124,165,243],"sequence-to-sequence":[69],"model,":[72],"XSleepNet,1that":[73],"capable":[75],"of":[76,176,210,227],"joint":[79,181],"representation":[80,174],"images.":[87],"Since":[88],"different":[89,96,162,177,228],"views":[90,178],"may":[91],"generalize":[92],"or":[93],"overfit":[94],"at":[95],"rates,":[97],"proposed":[99],"network":[100,168],"trained":[102],"such":[103],"that":[104,231],"pace":[107],"on":[108,114,123,224,260],"each":[109,193],"view":[110,126,195],"adapted":[112],"based":[113],"generalization/overfitting":[116,143],"behavior.":[117],"In":[118],"simple":[119,244],"terms,":[120],"particular":[125],"speeded":[128],"when":[130,138],"it":[131,139],"generalizing":[133],"slowed":[136],"down":[137],"overfitting.":[141],"View-specific":[142],"measures":[144],"are":[145],"computed":[146],"on-the-fly":[147],"during":[148],"training":[150,211],"course":[151],"used":[153],"derive":[155],"weights":[156],"blend":[158],"gradients":[160],"views.":[163,221],"As":[164],"result,":[166],"able":[170],"retain":[172],"power":[175],"features":[182],"which":[183],"represent":[184],"underlying":[186],"distribution":[187],"better":[188],"than":[189],"those":[190],"learned":[191],"by":[192],"individual":[194],"alone.":[196],"Furthermore,":[197],"XSleepNet":[199,232,248],"architecture":[200],"principally":[202],"designed":[203],"gain":[205],"robustness":[206],"amount":[209],"data":[212],"increase":[215],"complementarity":[217],"between":[218],"input":[220],"Experimental":[222],"results":[223,259],"five":[225],"databases":[226],"sizes":[229],"show":[230],"consistently":[233],"outperforms":[234,250],"single-view":[236],"baselines":[237],"baseline":[241],"with":[242],"fusion":[245],"strategy.":[246],"Finally,":[247],"also":[249],"prior":[251],"methods":[254],"improves":[256],"previous":[257],"state-of-the-art":[258],"experimental":[262],"databases.":[263]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":64},{"year":2024,"cited_by_count":71},{"year":2023,"cited_by_count":62},{"year":2022,"cited_by_count":46},{"year":2021,"cited_by_count":15}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}