{"id":"https://openalex.org/W4391128650","doi":"https://doi.org/10.1109/ictc58733.2023.10392759","title":"Meta-learning Based Obstructive Sleep Apnea Detection Using Single-Lead ECG Signals","display_name":"Meta-learning Based Obstructive Sleep Apnea Detection Using Single-Lead ECG Signals","publication_year":2023,"publication_date":"2023-10-11","ids":{"openalex":"https://openalex.org/W4391128650","doi":"https://doi.org/10.1109/ictc58733.2023.10392759"},"language":"en","primary_location":{"id":"doi:10.1109/ictc58733.2023.10392759","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ictc58733.2023.10392759","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"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/A5029739848","display_name":"Yinxian He","orcid":null},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yinxian He","raw_affiliation_strings":["Hanyang University,Major in Bio Artificial Intelligence,Dept. of Computer Science and Engineering,Ansan,Republic of Korea","Dept. of Computer Science and Engineering, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hanyang University,Major in Bio Artificial Intelligence,Dept. of Computer Science and Engineering,Ansan,Republic of Korea","institution_ids":["https://openalex.org/I4575257"]},{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029031035","display_name":"Yu Zhou","orcid":"https://orcid.org/0000-0003-2773-439X"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yu Zhou","raw_affiliation_strings":["Hanyang University,Major in Bio Artificial Intelligence,Dept. of Computer Science and Engineering,Ansan,Republic of Korea","Dept. of Computer Science and Engineering, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hanyang University,Major in Bio Artificial Intelligence,Dept. of Computer Science and Engineering,Ansan,Republic of Korea","institution_ids":["https://openalex.org/I4575257"]},{"raw_affiliation_string":"Dept. of Computer Science and Engineering, Major in Bio Artificial Intelligence, Hanyang University, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040618550","display_name":"Kyungtae Kang","orcid":null},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyungtae Kang","raw_affiliation_strings":["Hanyang University,Dept. of Artificial Intelligence,Ansan,Republic of Korea","Dept. of Artificial Intelligence, Hanyang University, Ansan, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hanyang University,Dept. of Artificial Intelligence,Ansan,Republic of Korea","institution_ids":["https://openalex.org/I4575257"]},{"raw_affiliation_string":"Dept. of Artificial Intelligence, Hanyang University, Ansan, Republic of Korea","institution_ids":["https://openalex.org/I4575257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4575257"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"139","last_page":"142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9984999895095825,"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":0.9984999895095825,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.991599977016449,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"Obstructive sleep apnea","score":0.7278139591217041},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5705451369285583},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.5544275641441345},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.540505588054657},{"id":"https://openalex.org/keywords/apnea","display_name":"Apnea","score":0.5096971988677979},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.49360191822052},{"id":"https://openalex.org/keywords/lead","display_name":"Lead (geology)","score":0.4620110094547272},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.45760297775268555},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.440314382314682},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4318530261516571},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4162929952144623},{"id":"https://openalex.org/keywords/electrocardiography","display_name":"Electrocardiography","score":0.4111281931400299},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4038524627685547}],"concepts":[{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.7278139591217041},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5705451369285583},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.5544275641441345},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.540505588054657},{"id":"https://openalex.org/C2781326671","wikidata":"https://www.wikidata.org/wiki/Q754424","display_name":"Apnea","level":2,"score":0.5096971988677979},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.49360191822052},{"id":"https://openalex.org/C2777093003","wikidata":"https://www.wikidata.org/wiki/Q6508345","display_name":"Lead (geology)","level":2,"score":0.4620110094547272},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.45760297775268555},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.440314382314682},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4318530261516571},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4162929952144623},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.4111281931400299},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4038524627685547},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0},{"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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc58733.2023.10392759","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ictc58733.2023.10392759","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2074172444","https://openalex.org/W2096733369","https://openalex.org/W2115030921","https://openalex.org/W2138062771","https://openalex.org/W2186503567","https://openalex.org/W2296057527","https://openalex.org/W2343482910","https://openalex.org/W2517389691","https://openalex.org/W2792196892","https://openalex.org/W2913727581","https://openalex.org/W2952608122","https://openalex.org/W3089196003","https://openalex.org/W6736057607"],"related_works":["https://openalex.org/W1481679924","https://openalex.org/W2268943783","https://openalex.org/W2933756203","https://openalex.org/W2334628610","https://openalex.org/W2990628615","https://openalex.org/W4285049360","https://openalex.org/W1973318088","https://openalex.org/W4396500043","https://openalex.org/W2317638083","https://openalex.org/W1630610588"],"abstract_inverted_index":{"As":[0],"a":[1,24,107,116,124,142],"respiratory":[2],"syndrome":[3],"correlated":[4],"with":[5],"some":[6],"cardiovascular":[7],"diseases,":[8],"obstructive":[9],"sleep":[10],"apnea":[11],"(OSA)":[12],"not":[13,80],"only":[14],"destroys":[15],"the":[16,49,68,71,77,95,130,155],"quality":[17],"of":[18,26,51,70,97],"our":[19],"sleep,":[20],"but":[21],"also":[22],"induces":[23],"variety":[25],"major":[27],"chronic":[28],"diseases":[29],"such":[30],"as":[31],"heart":[32],"disease,":[33],"and":[34,36,74,141],"diabetes,":[35],"even":[37],"causes":[38],"sudden":[39],"death":[40],"during":[41],"sleep.":[42],"Many":[43],"studies":[44],"have":[45],"been":[46],"conducted":[47],"on":[48,110,152],"classification":[50,86],"OSA":[52,85,114],"from":[53,123],"normal":[54],"events":[55],"by":[56,67,87,163],"machine":[57],"learning.":[58],"However,":[59],"we":[60,105,133],"found":[61],"that":[62,120],"differences":[63,99],"in":[64,76,100],"patients":[65],"caused":[66],"individuality":[69],"ECG":[72,78,88,126],"patterns":[73],"variability":[75],"do":[79],"create":[81],"optimal":[82],"rules":[83],"for":[84],"signals.":[89],"It":[90],"is":[91,121,158],"necessary":[92],"to":[93,112,129],"reduce":[94],"impact":[96],"individual":[98],"classification.":[101],"In":[102],"this":[103,149],"study,":[104],"propose":[106],"method":[108,150],"based":[109,151],"meta-learning":[111,153],"detect":[113],"using":[115,154],"2D":[117,165],"time-frequency":[118],"scalogram":[119,166],"converted":[122],"single-lead":[125],"signal.":[127],"According":[128],"experiment":[131],"results,":[132],"achieved":[134],"68.10%":[135],"accuracy,":[136],"69.19%":[137],"sensitivity,":[138],"67.71%":[139],"specificity,":[140],"0.694":[143],"F1":[144],"score.":[145],"The":[146],"results":[147],"showed":[148],"Siamese":[156],"network":[157],"feasible":[159],"without":[160],"being":[161],"pre-trained":[162],"massive":[164],"representations.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}