{"id":"https://openalex.org/W2071990051","doi":"https://doi.org/10.1109/embc.2012.6347100","title":"Obstructive sleep apnea detection using SVM-based classification of ECG signal features","display_name":"Obstructive sleep apnea detection using SVM-based classification of ECG signal features","publication_year":2012,"publication_date":"2012-08-01","ids":{"openalex":"https://openalex.org/W2071990051","doi":"https://doi.org/10.1109/embc.2012.6347100","mag":"2071990051","pmid":"https://pubmed.ncbi.nlm.nih.gov/23367035"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2012.6347100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2012.6347100","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"conference-paper","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/A5066461201","display_name":"Laiali Almazaydeh","orcid":null},"institutions":[{"id":"https://openalex.org/I154300980","display_name":"University of Bridgeport","ror":"https://ror.org/01rf3yp57","country_code":"US","type":"education","lineage":["https://openalex.org/I154300980"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. Almazaydeh","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Bridgeport, Brodgeport, CT 06604, USA. lalmazay@bridgeport.edu","Department of Computer Science & Engineering, University of Bridgeport, CT 06604, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bridgeport, Brodgeport, CT 06604, USA. lalmazay@bridgeport.edu","institution_ids":["https://openalex.org/I154300980"]},{"raw_affiliation_string":"Department of Computer Science & Engineering, University of Bridgeport, CT 06604, USA","institution_ids":["https://openalex.org/I154300980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070765307","display_name":"Khaled Elleithy","orcid":"https://orcid.org/0000-0001-9239-5035"},"institutions":[{"id":"https://openalex.org/I154300980","display_name":"University of Bridgeport","ror":"https://ror.org/01rf3yp57","country_code":"US","type":"education","lineage":["https://openalex.org/I154300980"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"K. Elleithy","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Bridgeport, Bridgeport, CT, USA","Department of Computer Science & Engineering, University of Bridgeport, CT 06604, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bridgeport, Bridgeport, CT, USA","institution_ids":["https://openalex.org/I154300980"]},{"raw_affiliation_string":"Department of Computer Science & Engineering, University of Bridgeport, CT 06604, USA","institution_ids":["https://openalex.org/I154300980"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031601451","display_name":"Miad Faezipour","orcid":"https://orcid.org/0000-0003-2684-0887"},"institutions":[{"id":"https://openalex.org/I154300980","display_name":"University of Bridgeport","ror":"https://ror.org/01rf3yp57","country_code":"US","type":"education","lineage":["https://openalex.org/I154300980"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Faezipour","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Bridgeport, Bridgeport, CT, USA","Department of Computer Science & Engineering, University of Bridgeport, CT 06604, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Bridgeport, Bridgeport, CT, USA","institution_ids":["https://openalex.org/I154300980"]},{"raw_affiliation_string":"Department of Computer Science & Engineering, University of Bridgeport, CT 06604, USA","institution_ids":["https://openalex.org/I154300980"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154300980"],"apc_list":null,"apc_paid":null,"fwci":18.7613,"has_fulltext":false,"cited_by_count":105,"citation_normalized_percentile":{"value":0.99143969,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"2012","issue":null,"first_page":"4938","last_page":"4941"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9914000034332275,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9871000051498413,"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/support-vector-machine","display_name":"Support vector machine","score":0.7876290082931519},{"id":"https://openalex.org/keywords/obstructive-sleep-apnea","display_name":"Obstructive sleep apnea","score":0.7215100526809692},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6497735381126404},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5905967950820923},{"id":"https://openalex.org/keywords/sleep-apnea","display_name":"Sleep apnea","score":0.551119863986969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5383376479148865},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.45216667652130127},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.42589014768600464},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.414616197347641},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.26710283756256104},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.22197628021240234}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7876290082931519},{"id":"https://openalex.org/C2776006263","wikidata":"https://www.wikidata.org/wiki/Q16606552","display_name":"Obstructive sleep apnea","level":2,"score":0.7215100526809692},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6497735381126404},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5905967950820923},{"id":"https://openalex.org/C2777935920","wikidata":"https://www.wikidata.org/wiki/Q213600","display_name":"Sleep apnea","level":2,"score":0.551119863986969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5383376479148865},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.45216667652130127},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.42589014768600464},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.414616197347641},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26710283756256104},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.22197628021240234},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"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},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D020181","descriptor_name":"Sleep Apnea, Obstructive","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2012.6347100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2012.6347100","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:23367035","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23367035","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}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1994897210","https://openalex.org/W2002342539","https://openalex.org/W2012063116","https://openalex.org/W2013405048","https://openalex.org/W2028850797","https://openalex.org/W2074330864","https://openalex.org/W2114299092","https://openalex.org/W2117245153","https://openalex.org/W2128261760","https://openalex.org/W2131111256","https://openalex.org/W2139562446","https://openalex.org/W2140331694","https://openalex.org/W2148857134","https://openalex.org/W6959810635"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W2072718982","https://openalex.org/W148178222","https://openalex.org/W1984411039","https://openalex.org/W2319255337","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W198090884","https://openalex.org/W1886884218","https://openalex.org/W1910826599"],"abstract_inverted_index":{"Sleep":[0],"apnea":[1,34,72,124],"is":[2,36,44,54,64,109],"the":[3,37,101,155],"instance":[4],"when":[5],"one":[6],"either":[7],"has":[8,16,117],"pauses":[9],"of":[10,40,100,143,150,167],"breathing":[11,25],"in":[12,24,28],"their":[13],"sleep,":[14],"or":[15,152],"very":[17],"low":[18],"breath":[19],"while":[20],"asleep.":[21],"This":[22,87],"pause":[23],"can":[26,140,158],"range":[27],"frequency":[29],"and":[30,57,84,116,120,129],"duration.":[31],"Obstructive":[32],"sleep":[33,41,51,71,123,144],"(OSA)":[35],"common":[38],"form":[39],"apnea,":[42],"which":[43,95],"currently":[45],"tested":[46,121],"through":[47],"polysomnography":[48],"(PSG)":[49],"at":[50],"labs.":[52],"PSG":[53],"both":[55],"expensive":[56],"inconvenient":[58],"as":[59,161],"an":[60,91],"expert":[61],"human":[62],"observer":[63],"required":[65],"to":[66],"work":[67],"over":[68],"night.":[69],"New":[70],"classification":[73,93,107,138],"techniques":[74],"are":[75],"nowadays":[76],"being":[77],"developed":[78],"by":[79],"bioengineers":[80],"for":[81,164,170],"most":[82],"comfortable":[83],"timely":[85],"detection.":[86],"paper":[88],"focuses":[89],"on":[90,111,122],"automated":[92,137],"algorithm":[94],"processes":[96],"short":[97],"duration":[98],"epochs":[99,142],"electrocardiogram":[102],"(ECG)":[103],"data.":[104],"The":[105,132],"presented":[106],"technique":[108],"based":[110],"support":[112],"vector":[113],"machines":[114],"(SVM)":[115],"been":[118],"trained":[119],"recordings":[125],"from":[126],"subjects":[127],"with":[128,146],"without":[130],"OSA.":[131],"results":[133],"show":[134],"that":[135],"our":[136],"system":[139,157],"recognize":[141],"disorders":[145],"a":[147,162,168],"high":[148],"accuracy":[149],"96.5%":[151],"higher.":[153],"Furthermore,":[154],"proposed":[156],"be":[159],"used":[160],"basis":[163],"future":[165],"development":[166],"tool":[169],"OSA":[171],"screening.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":7},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
