{"id":"https://openalex.org/W4401908502","doi":"https://doi.org/10.1109/jbhi.2024.3432633","title":"Sleep Stage Classification Via Multi-View Based Self-Supervised Contrastive Learning of EEG","display_name":"Sleep Stage Classification Via Multi-View Based Self-Supervised Contrastive Learning of EEG","publication_year":2024,"publication_date":"2024-08-27","ids":{"openalex":"https://openalex.org/W4401908502","doi":"https://doi.org/10.1109/jbhi.2024.3432633","pmid":"https://pubmed.ncbi.nlm.nih.gov/39190518"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3432633","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3432633","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101715301","display_name":"Chen Zhao","orcid":"https://orcid.org/0000-0002-6200-8142"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Chen Zhao","raw_affiliation_strings":["Center for Artificial Intelligence in Agriculture, Fujian Key Laboratory of Agricultural Information Sensoring Technology, School of Mechanical and Electrical Engineering, School of Future Technology Haixia Institute of Science and Technology, Fujian Agriculture and Forest University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6200-8142","affiliations":[{"raw_affiliation_string":"Center for Artificial Intelligence in Agriculture, Fujian Key Laboratory of Agricultural Information Sensoring Technology, School of Mechanical and Electrical Engineering, School of Future Technology Haixia Institute of Science and Technology, Fujian Agriculture and Forest University, Fuzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027715679","display_name":"Wei Wu","orcid":"https://orcid.org/0009-0006-4449-7786"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wu","raw_affiliation_strings":["School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-4449-7786","affiliations":[{"raw_affiliation_string":"School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071292269","display_name":"Haoyi Zhang","orcid":"https://orcid.org/0000-0001-6814-8851"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyi Zhang","raw_affiliation_strings":["School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ruiyan Zhang","orcid":"https://orcid.org/0009-0007-2161-1045"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiyan Zhang","raw_affiliation_strings":["School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-2161-1045","affiliations":[{"raw_affiliation_string":"School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xinyue Zheng","orcid":"https://orcid.org/0009-0007-2329-7264"},"institutions":[{"id":"https://openalex.org/I61057504","display_name":"Fujian Agriculture and Forestry University","ror":"https://ror.org/04kx2sy84","country_code":"CN","type":"education","lineage":["https://openalex.org/I61057504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyue Zheng","raw_affiliation_strings":["School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-2329-7264","affiliations":[{"raw_affiliation_string":"School of Mechanical and Electrical Engineering, Fujian Agriculture and Forest University, Fuzhou, China","institution_ids":["https://openalex.org/I61057504"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xiangzeng Kong","orcid":"https://orcid.org/0000-0001-8492-1349"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiangzeng Kong","raw_affiliation_strings":["Center for Artificial Intelligence in Agriculture, Fujian Key Laboratory of Agricultural Information Sensoring Technology, School of Mechanical and Electrical Engineering, School of Future Technology Haixia Institute of Science and Technology, Fujian Agriculture and Forest University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8492-1349","affiliations":[{"raw_affiliation_string":"Center for Artificial Intelligence in Agriculture, Fujian Key Laboratory of Agricultural Information Sensoring Technology, School of Mechanical and Electrical Engineering, School of Future Technology Haixia Institute of Science and Technology, Fujian Agriculture and Forest University, Fuzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101715301"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.2072,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.96248443,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"28","issue":"12","first_page":"7068","last_page":"7077"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9926000237464905,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9926000237464905,"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/electroencephalography","display_name":"Electroencephalography","score":0.7452077269554138},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7058903574943542},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5989484786987305},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.5318863987922668},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.5068920254707336},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.4644223749637604},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40650346875190735},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3930250406265259},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3512977957725525},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3437826633453369},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23333287239074707},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.17170897126197815},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.14595061540603638}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7452077269554138},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7058903574943542},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5989484786987305},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.5318863987922668},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5068920254707336},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.4644223749637604},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40650346875190735},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3930250406265259},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3512977957725525},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3437826633453369},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23333287239074707},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.17170897126197815},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.14595061540603638},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069553","descriptor_name":"Supervised Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3432633","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3432633","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:39190518","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39190518","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W160785014","https://openalex.org/W2604096629","https://openalex.org/W2611695796","https://openalex.org/W2893892260","https://openalex.org/W2894170005","https://openalex.org/W2904408089","https://openalex.org/W2920016582","https://openalex.org/W2973069650","https://openalex.org/W2980927909","https://openalex.org/W3034369844","https://openalex.org/W3035374448","https://openalex.org/W3035524453","https://openalex.org/W3040939498","https://openalex.org/W3094240882","https://openalex.org/W3096346279","https://openalex.org/W3108655343","https://openalex.org/W3158818505","https://openalex.org/W3165396901","https://openalex.org/W3171007011","https://openalex.org/W3190152617","https://openalex.org/W3200300741","https://openalex.org/W3217299532","https://openalex.org/W4205430803","https://openalex.org/W4206343781","https://openalex.org/W4220661366","https://openalex.org/W4285284633","https://openalex.org/W4285602098","https://openalex.org/W4290932408","https://openalex.org/W4293735958","https://openalex.org/W4296121071","https://openalex.org/W4296558722","https://openalex.org/W4304477287","https://openalex.org/W4304481237","https://openalex.org/W4308186499","https://openalex.org/W4309204530","https://openalex.org/W4312347857","https://openalex.org/W4312503035","https://openalex.org/W4321022081","https://openalex.org/W4367663179","https://openalex.org/W4379538313","https://openalex.org/W4383822106","https://openalex.org/W4385973811","https://openalex.org/W4386484617","https://openalex.org/W4390035551","https://openalex.org/W4390746745","https://openalex.org/W6789805323"],"related_works":["https://openalex.org/W3121188996","https://openalex.org/W4308561096","https://openalex.org/W3200508116","https://openalex.org/W2136162213","https://openalex.org/W2376497661","https://openalex.org/W3011076523","https://openalex.org/W2332107599","https://openalex.org/W2319810220","https://openalex.org/W2424678138","https://openalex.org/W2324099496"],"abstract_inverted_index":{"Self-supervised":[0],"learning":[1,30,63,82,149],"(SSL)":[2],"is":[3,13],"a":[4,49,59,78],"challenging":[5],"task":[6,84],"in":[7,136,155,176],"sleep":[8],"stage":[9],"classification":[10],"(SSC)":[11],"that":[12],"capable":[14],"of":[15,52,110,186,198],"mining":[16],"valuable":[17],"representations":[18,135],"from":[19],"unlabeled":[20],"data.":[21],"However,":[22],"traditional":[23,137],"SSL":[24],"methods":[25,175],"typically":[26],"focus":[27],"on":[28,48,162],"single-view":[29],"and":[31,57,68,92,145,168,170,188,192,195,202],"do":[32],"not":[33],"fully":[34],"exploit":[35],"the":[36,53,73,89,98,108,111,133,152],"interactions":[37],"among":[38],"information":[39,99],"across":[40],"multiple":[41,102],"views.":[42,103],"In":[43,72,104],"this":[44],"study,":[45],"we":[46,76,115],"focused":[47],"multi-domain":[50],"view":[51,80,91,113],"same":[54],"EEG":[55,156],"signal":[56],"developed":[58],"self-supervised":[60],"multi-view":[61],"representation":[62],"framework":[64],"via":[65],"time":[66],"series":[67],"time-frequency":[69,93],"contrasting":[70],"(MV-TTFC).":[71],"MV-TTFC":[74,160],"framework,":[75],"built-in":[77],"cross-domain":[79],"contrastive":[81,148],"prediction":[83],"to":[85,106,130],"establish":[86],"connections":[87],"between":[88,101],"temporal":[90],"(TF)":[94],"view,":[95],"thereby":[96],"enhancing":[97],"exchange":[100],"addition,":[105],"improve":[107],"quality":[109],"TF":[112,127,138],"inputs,":[114],"introduced":[116],"an":[117],"enhanced":[118],"multisynchrosqueezing":[119],"transform,":[120],"which":[121],"can":[122],"create":[123],"high":[124],"energy":[125],"concentration":[126],"image":[128],"views":[129],"compensate":[131],"for":[132],"inaccurate":[134],"processing":[139],"techniques.":[140],"Finally,":[141],"integrating":[142],"temporal,":[143],"TF,":[144],"fusion":[146],"space":[147],"effectively":[150],"captured":[151],"latent":[153],"features":[154],"signals.":[157],"We":[158],"evaluated":[159],"based":[161],"two":[163],"real-world":[164],"SSC":[165],"datasets":[166],"(SleepEDF-78":[167],"SHHS)":[169],"compared":[171],"it":[172],"with":[173,190,200,204],"baseline":[174],"downstream":[177],"tasks.":[178],"Our":[179],"method":[180],"exhibited":[181],"state-of-the-art":[182],"performance,":[183],"achieving":[184],"accuracies":[185],"78.64%":[187],"81.45%":[189],"SleepEDF-78":[191,201],"SHHS,":[193],"respectively,":[194],"macro":[196],"F1-scores":[197],"70.39%":[199],"70.47%":[203],"SHHS.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}