{"id":"https://openalex.org/W2042956409","doi":"https://doi.org/10.1109/siu.2013.6531311","title":"Comparision of classifier performances in diagnosing congestive heart failure using heart rate variability","display_name":"Comparision of classifier performances in diagnosing congestive heart failure using heart rate variability","publication_year":2013,"publication_date":"2013-04-01","ids":{"openalex":"https://openalex.org/W2042956409","doi":"https://doi.org/10.1109/siu.2013.6531311","mag":"2042956409"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2013.6531311","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2013.6531311","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 21st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/20.500.12628/22181","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064782014","display_name":"Ali Narin","orcid":"https://orcid.org/0000-0003-0356-2888"},"institutions":[{"id":"https://openalex.org/I3017902709","display_name":"Zonguldak B\u00fclent Ecevit University","ror":"https://ror.org/01dvabv26","country_code":"TR","type":"education","lineage":["https://openalex.org/I3017902709"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"A. Narin","raw_affiliation_strings":["Elektrik-Elektronik M\u00fchendisligi B\u00f6l\u00fcm\u00fc, B\u00fclent Ecevit \u00dcniversitesi, Zonguldak, Turkey","Elektrik-Elektron. Muhendisligi Bolumu, Bulent Ecevit Univ., Zonguldak, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektrik-Elektronik M\u00fchendisligi B\u00f6l\u00fcm\u00fc, B\u00fclent Ecevit \u00dcniversitesi, Zonguldak, Turkey","institution_ids":["https://openalex.org/I3017902709"]},{"raw_affiliation_string":"Elektrik-Elektron. Muhendisligi Bolumu, Bulent Ecevit Univ., Zonguldak, Turkey","institution_ids":["https://openalex.org/I3017902709"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101900394","display_name":"Mahmut \u00d6zer","orcid":"https://orcid.org/0000-0001-9310-7090"},"institutions":[{"id":"https://openalex.org/I3017902709","display_name":"Zonguldak B\u00fclent Ecevit University","ror":"https://ror.org/01dvabv26","country_code":"TR","type":"education","lineage":["https://openalex.org/I3017902709"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"M. Ozer","raw_affiliation_strings":["Elektrik-Elektronik M\u00fchendisligi B\u00f6l\u00fcm\u00fc, B\u00fclent Ecevit \u00dcniversitesi, Zonguldak, Turkey","Elektrik-Elektron. Muhendisligi Bolumu, Bulent Ecevit Univ., Zonguldak, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektrik-Elektronik M\u00fchendisligi B\u00f6l\u00fcm\u00fc, B\u00fclent Ecevit \u00dcniversitesi, Zonguldak, Turkey","institution_ids":["https://openalex.org/I3017902709"]},{"raw_affiliation_string":"Elektrik-Elektron. Muhendisligi Bolumu, Bulent Ecevit Univ., Zonguldak, Turkey","institution_ids":["https://openalex.org/I3017902709"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088113677","display_name":"Yal\u00e7\u0131n \u0130\u015fler","orcid":"https://orcid.org/0000-0002-2150-4756"},"institutions":[{"id":"https://openalex.org/I250383648","display_name":"Izmir K\u00e2tip \u00c7elebi University","ror":"https://ror.org/024nx4843","country_code":"TR","type":"education","lineage":["https://openalex.org/I250383648"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Y. Isler","raw_affiliation_strings":["Biyomedikal M\u00fchendisligi B\u00f6l\u00fcm\u00fc, \u0130zmir K\u00e2tip \u00c7elebi \u00dcniversitesi, Zonguldak, Turkey","Biyomedikal Muhendisligi Bolumu, Izmir Katip Celebi Univ., I\u0307zmir, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biyomedikal M\u00fchendisligi B\u00f6l\u00fcm\u00fc, \u0130zmir K\u00e2tip \u00c7elebi \u00dcniversitesi, Zonguldak, Turkey","institution_ids":["https://openalex.org/I250383648"]},{"raw_affiliation_string":"Biyomedikal Muhendisligi Bolumu, Izmir Katip Celebi Univ., I\u0307zmir, Turkey","institution_ids":["https://openalex.org/I250383648"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2057,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62018677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9986000061035156,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9986000061035156,"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"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9805999994277954,"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"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9740999937057495,"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/heart-failure","display_name":"Heart failure","score":0.7201836109161377},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.6863384246826172},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.6847920417785645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6474447250366211},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.6248787045478821},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6149376630783081},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6074255704879761},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4987144470214844},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.47049546241760254},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4687281847000122},{"id":"https://openalex.org/keywords/failure-rate","display_name":"Failure rate","score":0.4542560577392578},{"id":"https://openalex.org/keywords/discriminant","display_name":"Discriminant","score":0.4481736421585083},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3382498025894165},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.30538854002952576},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.28684788942337036},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.24938425421714783},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24454444646835327},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20252513885498047},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1519540548324585},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.07408151030540466}],"concepts":[{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.7201836109161377},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.6863384246826172},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.6847920417785645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6474447250366211},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.6248787045478821},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6149376630783081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6074255704879761},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4987144470214844},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.47049546241760254},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4687281847000122},{"id":"https://openalex.org/C163164238","wikidata":"https://www.wikidata.org/wiki/Q2737027","display_name":"Failure rate","level":2,"score":0.4542560577392578},{"id":"https://openalex.org/C78397625","wikidata":"https://www.wikidata.org/wiki/Q192487","display_name":"Discriminant","level":2,"score":0.4481736421585083},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3382498025894165},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.30538854002952576},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.28684788942337036},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.24938425421714783},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24454444646835327},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20252513885498047},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1519540548324585},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.07408151030540466}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/siu.2013.6531311","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2013.6531311","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 21st Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},{"id":"pmh:oai:acikarsiv.beun.edu.tr:20.500.12628/22181","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12628/22181","pdf_url":null,"source":{"id":"https://openalex.org/S7407055168","display_name":"Zonguldak B\u00fclent Ecevit University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:acikarsiv.beun.edu.tr:20.500.12628/22181","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12628/22181","pdf_url":null,"source":{"id":"https://openalex.org/S7407055168","display_name":"Zonguldak B\u00fclent Ecevit University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1970535796","https://openalex.org/W1974618482","https://openalex.org/W1987281309","https://openalex.org/W1990985930","https://openalex.org/W1991926769","https://openalex.org/W2093582280","https://openalex.org/W2124640868","https://openalex.org/W2162800060","https://openalex.org/W2285072859","https://openalex.org/W4230946174","https://openalex.org/W4254721730"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W2523437662","https://openalex.org/W89844371","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W4286643620","https://openalex.org/W4387048144","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2136232598"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"the":[3,10,21,58],"performance":[4],"of":[5,12,34,62],"different":[6,52],"discrimination":[7],"algorithms":[8,33],"in":[9,19,73],"analysis":[11],"heart":[13,25],"rate":[14],"variability":[15],"that":[16],"are":[17],"used":[18],"discriminating":[20],"patients":[22],"with":[23,51,70],"congestive":[24],"failure":[26],"from":[27],"normal":[28],"subjects":[29],"were":[30,49],"investigated.":[31],"Classifier":[32],"linear":[35],"discriminant":[36],"analysis,":[37],"k-nearest":[38],"neighbors,":[39],"multilayer":[40,68],"perceptron,":[41],"radial":[42],"basis":[43],"functions":[44],"and":[45],"support":[46],"vector":[47],"machines":[48],"examined":[50],"parameter":[53],"values.":[54],"As":[55],"a":[56],"result,":[57],"maximum":[59],"classification":[60],"accuracy":[61],"91.56%":[63],"was":[64],"achieved":[65],"by":[66],"using":[67],"perceptron":[69],"11":[71],"neurons":[72],"hidden":[74],"layer.":[75]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}