{"id":"https://openalex.org/W4400977620","doi":"https://doi.org/10.1109/ici2st62251.2023.00009","title":"Neural Network Architectures Comparison for Atrial Fibrillation Detection","display_name":"Neural Network Architectures Comparison for Atrial Fibrillation Detection","publication_year":2023,"publication_date":"2023-11-22","ids":{"openalex":"https://openalex.org/W4400977620","doi":"https://doi.org/10.1109/ici2st62251.2023.00009"},"language":"en","primary_location":{"id":"doi:10.1109/ici2st62251.2023.00009","doi":"https://doi.org/10.1109/ici2st62251.2023.00009","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ici2st62251.2023.00009","pdf_url":null,"source":{"id":"https://openalex.org/S7407085901","display_name":"International Conference on Information Systems and Software Technologies (ICI2ST)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Fourth International Conference on Information Systems and Software Technologies (ICI2ST)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5111809827","display_name":"J. Mario Aguilar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Jaylenne Aguilar","raw_affiliation_strings":["School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105094338","display_name":"Nelly Tacuri-Pizha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Nelly Tacuri-Pizha","raw_affiliation_strings":["School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105081053","display_name":"Gabriela Cevallos-Bermeo","orcid":"https://orcid.org/0009-0003-6340-5195","observed_orcids":["https://orcid.org/0009-0003-6340-5195"]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Gabriela Cevallos-Bermeo","raw_affiliation_strings":["School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012284281","display_name":"Fernando Villalba-Meneses","orcid":"https://orcid.org/0000-0002-7236-7499","observed_orcids":["https://orcid.org/0000-0002-7236-7499"]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Fernando Villalba-Meneses","raw_affiliation_strings":["School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089754662","display_name":"Jonathan Cruz-Varela","orcid":"https://orcid.org/0000-0001-5547-3487","observed_orcids":["https://orcid.org/0000-0001-5547-3487"]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Jonathan Cruz-Varela","raw_affiliation_strings":["School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105081054","display_name":"Cristhian Ter\u00e1n-Grijalva","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cristhian Ter\u00e1n-Grijalva","raw_affiliation_strings":["\u201cGrad. Miguel Iturralde\u201d, Ejercito Ecuatoriano,Grupo de Fuerzas Especiales No 27,Latacunga,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u201cGrad. Miguel Iturralde\u201d, Ejercito Ecuatoriano,Grupo de Fuerzas Especiales No 27,Latacunga,Ecuador","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064555520","display_name":"Carolina Cadena-Morej\u00f3n","orcid":"https://orcid.org/0000-0002-5199-5883","observed_orcids":["https://orcid.org/0000-0002-5199-5883"]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Carolina Cadena-Morejon","raw_affiliation_strings":["School of Mathematical and Computational Sciences, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059632599","display_name":"Andr\u00e9s Tirado-Esp\u00edn","orcid":"https://orcid.org/0000-0002-5368-4122","observed_orcids":["https://orcid.org/0000-0002-5368-4122"]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Andr\u00e9s Tirado-Esp\u00edn","raw_affiliation_strings":["School of Mathematical and Computational Sciences, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087336466","display_name":"Diego A. Almeida-Gal\u00e1rraga","orcid":"https://orcid.org/0000-0002-9196-335X","observed_orcids":["https://orcid.org/0000-0002-9196-335X"]},"institutions":[{"id":"https://openalex.org/I3130401523","display_name":"Universidad Yachay Tech","ror":"https://ror.org/04jjswc10","country_code":"EC","type":"education","lineage":["https://openalex.org/I3130401523"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Diego Almeida-Gal\u00e1rraga","raw_affiliation_strings":["School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biological Sciences and Engineering, Universidad Yachay Tech,Urcuqui,Ecuador","institution_ids":["https://openalex.org/I3130401523"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7665,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.64829822,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"9","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9940999746322632,"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":0.9940999746322632,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.0015999999595806003,"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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.0006000000284984708,"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/atrial-fibrillation-detection","display_name":"atrial fibrillation detection","score":0.9700000286102295},{"id":"https://openalex.org/keywords/cardiac-arrhythmia","display_name":"cardiac arrhythmias","score":0.8199999928474426},{"id":"https://openalex.org/keywords/hybrid-neural-network","display_name":"hybrid neural network","score":0.7200000286102295},{"id":"https://openalex.org/keywords/bidirectional-lstm","display_name":"bidirectional LSTM","score":0.8169999718666077},{"id":"https://openalex.org/keywords/mobilenetv2","display_name":"MobileNetV2","score":0.9990000128746033},{"id":"https://openalex.org/keywords/ecg-classification","display_name":"ECG classification","score":0.6489999890327454},{"id":"https://openalex.org/keywords/automated-diagnosis","display_name":"automated diagnosis","score":0.5070000290870667}],"concepts":[{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.6832793354988098},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6707432866096497},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4928765296936035},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.368715763092041},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3128657937049866},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18086665868759155},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15015366673469543}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ici2st62251.2023.00009","doi":"https://doi.org/10.1109/ici2st62251.2023.00009","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ici2st62251.2023.00009","pdf_url":null,"source":{"id":"https://openalex.org/S7407085901","display_name":"International Conference on Information Systems and Software Technologies (ICI2ST)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Fourth International Conference on Information Systems and Software Technologies (ICI2ST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9391000270843506,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1991931656","https://openalex.org/W2041691167","https://openalex.org/W2062206620","https://openalex.org/W2066105073","https://openalex.org/W2076151226","https://openalex.org/W2136970810","https://openalex.org/W2138018679","https://openalex.org/W2149072817","https://openalex.org/W2186386686","https://openalex.org/W2187528318","https://openalex.org/W2500339656","https://openalex.org/W2752517284","https://openalex.org/W2771148491","https://openalex.org/W2793933216","https://openalex.org/W2794709367","https://openalex.org/W2794869652","https://openalex.org/W2803832415","https://openalex.org/W2884795774","https://openalex.org/W2889838428","https://openalex.org/W2896280737","https://openalex.org/W2902644322","https://openalex.org/W2938507687","https://openalex.org/W2963163009","https://openalex.org/W2981983863","https://openalex.org/W3015494572","https://openalex.org/W3020818823","https://openalex.org/W3033038270","https://openalex.org/W3039868745","https://openalex.org/W3045510483","https://openalex.org/W3047618862","https://openalex.org/W3084352865","https://openalex.org/W3199471678","https://openalex.org/W3210000721","https://openalex.org/W4220845239","https://openalex.org/W4309786214","https://openalex.org/W6775875916"],"related_works":["https://openalex.org/W4378576077","https://openalex.org/W4200267587","https://openalex.org/W4312922995","https://openalex.org/W4289228155","https://openalex.org/W2899305947","https://openalex.org/W7027909842","https://openalex.org/W4407396131","https://openalex.org/W3112626567","https://openalex.org/W3107065464","https://openalex.org/W1564484746"],"abstract_inverted_index":{"Atrial":[0],"fibrillation":[1],"(AF)":[2],"is":[3,20],"the":[4,60,71,89],"most":[5],"common":[6],"cardiac":[7],"arrhythmia":[8],"affecting":[9],"about":[10],"50,000":[11],"new":[12],"people":[13],"each":[14],"year":[15],"in":[16],"Latin":[17],"America.":[18],"AF":[19,44,74],"characterized":[21],"by":[22],"irregular":[23],"and":[24,38,49,88,97],"rapid":[25],"heartbeats":[26],"that":[27],"can":[28,50],"lead":[29],"to":[30,53,69],"serious":[31],"complications,":[32],"such":[33],"as":[34],"stroke,":[35],"heart":[36],"failure,":[37],"all-cause":[39],"mortality.":[40],"Traditional":[41],"methods":[42,64],"for":[43],"detection":[45],"are":[46],"time":[47],"consuming":[48],"be":[51],"prone":[52],"human":[54],"error.":[55],"Therefore,":[56],"this":[57],"work":[58],"reports":[59],"results":[61],"from":[62],"two":[63],"using":[65],"machine":[66],"learning":[67],"techniques":[68],"assist":[70],"diagnosis":[72],"of":[73,79],"through":[75],"2":[76],"hybrid":[77],"models":[78],"neural":[80],"networks:":[81],"The":[82],"ID-":[83],"CNN":[84],"with":[85,91],"BILSTM":[86,92],"model":[87,93],"MobileNetV2":[90],"which":[94],"reached":[95],"81":[96],"75%":[98],"accuracy":[99],"respectively.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-07-26T00:00:00"}