{"id":"https://openalex.org/W2537421778","doi":"https://doi.org/10.1109/embc.2016.7591548","title":"A Noise-Assisted Data Analysis Method for Automatic EOG-Based Sleep Stage Classification Using Ensemble Learning","display_name":"A Noise-Assisted Data Analysis Method for Automatic EOG-Based Sleep Stage Classification Using Ensemble Learning","publication_year":2016,"publication_date":"2016-08-01","ids":{"openalex":"https://openalex.org/W2537421778","doi":"https://doi.org/10.1109/embc.2016.7591548","mag":"2537421778","pmid":"https://pubmed.ncbi.nlm.nih.gov/28269109"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2016.7591548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2016.7591548","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5108756818","display_name":"Alexander Neergaard Olesen","orcid":null},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Alexander Neergaard Olesen","raw_affiliation_strings":["Department of Electrical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056556643","display_name":"Julie Anja Engelhard Christensen","orcid":"https://orcid.org/0000-0003-4225-3359"},"institutions":[{"id":"https://openalex.org/I2802086085","display_name":"Glostrup Hospital","ror":"https://ror.org/05p1frt18","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802086085","https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Julie A. E. Christensen","raw_affiliation_strings":["Danish Center for Sleep Medicine, Glostrup, Denmark"],"affiliations":[{"raw_affiliation_string":"Danish Center for Sleep Medicine, Glostrup, Denmark","institution_ids":["https://openalex.org/I2802086085"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057912258","display_name":"Helge B. D. S\u00f8rensen","orcid":"https://orcid.org/0000-0001-5716-7600"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Helge B. D. Sorensen","raw_affiliation_strings":["Department of Electrical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049561335","display_name":"Poul Jennum","orcid":"https://orcid.org/0000-0001-6986-5254"},"institutions":[{"id":"https://openalex.org/I2802086085","display_name":"Glostrup Hospital","ror":"https://ror.org/05p1frt18","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802086085","https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Poul J. Jennum","raw_affiliation_strings":["Danish Center for Sleep Medicine, Glostrup, Denmark"],"affiliations":[{"raw_affiliation_string":"Danish Center for Sleep Medicine, Glostrup, Denmark","institution_ids":["https://openalex.org/I2802086085"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5108756818"],"corresponding_institution_ids":["https://openalex.org/I96673099"],"apc_list":null,"apc_paid":null,"fwci":1.3351,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.80264721,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"5","issue":null,"first_page":"3769","last_page":"3772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.998199999332428,"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":0.998199999332428,"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"}},{"id":"https://openalex.org/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7501298785209656},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6495484113693237},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.6325579285621643},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6312160491943359},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5224651098251343},{"id":"https://openalex.org/keywords/electrooculography","display_name":"Electrooculography","score":0.4701188802719116},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4388014078140259},{"id":"https://openalex.org/keywords/sleep-stages","display_name":"Sleep Stages","score":0.42713046073913574},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4053351879119873},{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.1858760118484497},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.17958703637123108},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.12158524990081787},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07056716084480286}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7501298785209656},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6495484113693237},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6325579285621643},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6312160491943359},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5224651098251343},{"id":"https://openalex.org/C2778681526","wikidata":"https://www.wikidata.org/wiki/Q420647","display_name":"Electrooculography","level":3,"score":0.4701188802719116},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4388014078140259},{"id":"https://openalex.org/C2910364982","wikidata":"https://www.wikidata.org/wiki/Q35831","display_name":"Sleep Stages","level":4,"score":0.42713046073913574},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4053351879119873},{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.1858760118484497},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.17958703637123108},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.12158524990081787},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07056716084480286},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"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":"D004585","descriptor_name":"Electrooculography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004585","descriptor_name":"Electrooculography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004585","descriptor_name":"Electrooculography","qualifier_ui":"Q000379","qualifier_name":"methods","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":"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":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012894","descriptor_name":"Sleep Stages","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2016.7591548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2016.7591548","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:28269109","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28269109","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:pure.atira.dk:publications/057483fb-6aa2-4bf3-a97e-0aa045b96882","is_oa":false,"landing_page_url":"https://orbit.dtu.dk/en/publications/057483fb-6aa2-4bf3-a97e-0aa045b96882","pdf_url":null,"source":{"id":"https://openalex.org/S4306400705","display_name":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I96673099","host_organization_name":"Technical University of Denmark","host_organization_lineage":["https://openalex.org/I96673099"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Olesen , A N , Christensen , J A E , S\u00f8rensen , H B D &amp; Jennum , P 2016 , A Noise-Assisted Data Analysis Method for Automatic EOG-Based Sleep Stage Classification Using Ensemble Learning . in Proceedings of 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society . , ThCT3.14 , IEEE , pp. 3769-3772 , 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society , Orlando , Florida , United States , 16/08/2016 . https://doi.org/10.1109/EMBC.2016.7591548","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1617232655","https://openalex.org/W1634056896","https://openalex.org/W1641934379","https://openalex.org/W1820534876","https://openalex.org/W2007221293","https://openalex.org/W2009465763","https://openalex.org/W2030093664","https://openalex.org/W2059307943","https://openalex.org/W2063424275","https://openalex.org/W2071522110","https://openalex.org/W2098395403","https://openalex.org/W2120390927","https://openalex.org/W2125056386","https://openalex.org/W2129018774","https://openalex.org/W2156706132","https://openalex.org/W2160097539","https://openalex.org/W2165761444","https://openalex.org/W2331577220","https://openalex.org/W2884525847","https://openalex.org/W2911964244","https://openalex.org/W6989502771"],"related_works":["https://openalex.org/W2794856394","https://openalex.org/W2339383267","https://openalex.org/W4387721549","https://openalex.org/W2537421778","https://openalex.org/W3201470616","https://openalex.org/W4404823755","https://openalex.org/W2145296697","https://openalex.org/W3124815797","https://openalex.org/W2611486150","https://openalex.org/W2027585796"],"abstract_inverted_index":{"Reducing":[0],"the":[1,17,31,35,39,52],"number":[2],"of":[3,33,38,73,79],"recording":[4],"modalities":[5],"for":[6,47],"sleep":[7,49],"staging":[8,50],"research":[9],"can":[10],"benefit":[11],"both":[12],"researchers":[13],"and":[14,62,75,86],"patients,":[15],"under":[16],"condition":[18],"that":[19],"they":[20],"provide":[21],"as":[22,25],"accurate":[23],"results":[24],"conventional":[26],"systems.":[27],"This":[28],"paper":[29],"investigates":[30],"possibility":[32],"exploiting":[34],"multisource":[36],"nature":[37],"electrooculography":[40],"(EOG)":[41],"signals":[42],"by":[43],"presenting":[44],"a":[45,63,69,76],"method":[46],"automatic":[48,85],"using":[51],"complete":[53],"ensemble":[54],"empirical":[55],"mode":[56],"decomposition":[57],"with":[58],"adaptive":[59],"noise":[60],"algorithm,":[61],"random":[64],"forest":[65],"classifier.":[66],"It":[67],"achieves":[68],"high":[70],"overall":[71],"accuracy":[72],"82%":[74],"Cohen's":[77],"kappa":[78],"0.74":[80],"indicating":[81],"substantial":[82],"agreement":[83],"between":[84],"manual":[87],"scoring.":[88]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
