{"id":"https://openalex.org/W2903296802","doi":"https://doi.org/10.3906/elk-1712-328","title":"Comparative analysis of MABC with KNN, SOM, and ACO algorithms for ECG heartbeat classification","display_name":"Comparative analysis of MABC with KNN, SOM, and ACO algorithms for ECG heartbeat classification","publication_year":2018,"publication_date":"2018-11-29","ids":{"openalex":"https://openalex.org/W2903296802","doi":"https://doi.org/10.3906/elk-1712-328","mag":"2903296802"},"language":"en","primary_location":{"id":"doi:10.3906/elk-1712-328","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1712-328","pdf_url":null,"source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING &amp; COMPUTER SCIENCES","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.3906/elk-1712-328","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010264105","display_name":"Selim Dilma\u00e7","orcid":"https://orcid.org/0000-0003-3251-4703"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Selim D\u0130LMA\u00c7","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-3251-4703","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072989626","display_name":"Z\u00fcmray Dokur","orcid":"https://orcid.org/0000-0001-7660-3236"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Z\u00fcmray DOKUR","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-7660-3236","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5006261253","display_name":"Tamer \u00d6lmez","orcid":"https://orcid.org/0000-0001-6124-2394"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tamer \u00d6LMEZ","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-6124-2394","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1743,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.60227075,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"26","issue":"6","first_page":"2820","last_page":"2831"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9914000034332275,"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"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9914000034332275,"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/heartbeat","display_name":"Heartbeat","score":0.9179814457893372},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6946353316307068},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6783194541931152},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5666153430938721},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.5642302632331848},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5609280467033386},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.549010694026947},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.5103051662445068},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4469069838523865},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07823598384857178}],"concepts":[{"id":"https://openalex.org/C13852961","wikidata":"https://www.wikidata.org/wiki/Q17021880","display_name":"Heartbeat","level":2,"score":0.9179814457893372},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6946353316307068},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6783194541931152},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5666153430938721},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.5642302632331848},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5609280467033386},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.549010694026947},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.5103051662445068},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4469069838523865},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07823598384857178},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3906/elk-1712-328","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1712-328","pdf_url":null,"source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING &amp; COMPUTER SCIENCES","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/574454","is_oa":false,"landing_page_url":"https://dergipark.org.tr/tr/pub/tbtkelektrik/issue/45632/574454","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"\\n                                                                    Volume: 26, Issue: 6\\n                                                                                                    2819-2830\\n                                                                \\n                            ","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3906/elk-1712-328","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1712-328","pdf_url":null,"source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING &amp; COMPUTER SCIENCES","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4385543909","https://openalex.org/W3039320222","https://openalex.org/W3199640442","https://openalex.org/W1898280036","https://openalex.org/W2315807364","https://openalex.org/W2382278803","https://openalex.org/W2803040299","https://openalex.org/W2376695684","https://openalex.org/W2236027875","https://openalex.org/W2125776999"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"proposed":[4],"a":[5,10,52],"classification":[6,54,73],"method":[7,20],"based":[8],"on":[9,120],"nature-inspired":[11],"algorithm,":[12],"i.e.,":[13],"modified":[14],"artificial":[15],"bee":[16],"colony":[17,99],"(MABC).":[18],"This":[19],"was":[21,30,67],"applied":[22],"to":[23],"electrocardiogram":[24],"(ECG)":[25],"heartbeat":[26,76,131],"classification.":[27],"ECG":[28],"data":[29],"obtained":[31],"from":[32],"MITBIH":[33],"database.":[34],"Eight":[35],"different":[36],"types":[37],"of":[38,84],"heartbeats":[39],"(N,":[40],"j,":[41],"V,":[42],"F,":[43],"f,":[44],"A,":[45],"a,":[46],"and":[47,59,75,97,107],"R)":[48],"were":[49,63,79,102],"analyzed.":[50],"For":[51],"better":[53],"result,":[55],"both":[56],"time":[57],"domain":[58,61],"frequency":[60],"features":[62],"used.":[64],"Feature":[65],"selection":[66],"done":[68],"by":[69],"divergence":[70],"analysis.":[71],"MABC":[72,114],"accuracy":[74,119],"sensitivity":[77,128],"values":[78,129],"compared":[80],"with":[81],"the":[82,103,121],"results":[83,110],"other":[85,88],"methods.":[86],"Among":[87],"classifiers,":[89],"k-nearest":[90],"neighbor":[91],"(KNN),":[92],"Kohonen's":[93],"self-organizing":[94],"map":[95],"(SOM),":[96],"ant":[98],"optimization":[100],"(ACO)":[101],"best":[104],"performing":[105],"ones,":[106],"therefore":[108],"their":[109],"are":[111],"presented.":[112],"The":[113],"classifier":[115],"achieved":[116],"97.18":[117],"%":[118],"analyzed":[122],"dataset,":[123],"as":[124,126],"well":[125],"high":[127],"for":[130],"types.":[132]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
