{"id":"https://openalex.org/W2791945458","doi":"https://doi.org/10.22489/cinc.2017.163-226","title":"Atrial Fibrillation Detection Using Convolutional Neural Networks","display_name":"Atrial Fibrillation Detection Using Convolutional Neural Networks","publication_year":2017,"publication_date":"2017-09-14","ids":{"openalex":"https://openalex.org/W2791945458","doi":"https://doi.org/10.22489/cinc.2017.163-226","mag":"2791945458"},"language":"en","primary_location":{"id":"doi:10.22489/cinc.2017.163-226","is_oa":true,"landing_page_url":"https://doi.org/10.22489/cinc.2017.163-226","pdf_url":"https://doi.org/10.22489/cinc.2017.163-226","source":{"id":"https://openalex.org/S4220650825","display_name":"Computing in cardiology","issn_l":"2325-8861","issn":["2325-8861","2325-887X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing in Cardiology Conference (CinC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.22489/cinc.2017.163-226","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078055495","display_name":"Sandeep Chandra Bollepalli","orcid":"https://orcid.org/0000-0002-9971-9335"},"institutions":[{"id":"https://openalex.org/I65181880","display_name":"Indian Institute of Technology Hyderabad","ror":"https://ror.org/01j4v3x97","country_code":"IN","type":"education","lineage":["https://openalex.org/I65181880"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sandeep Chandra Bollepalli","raw_affiliation_strings":["[Indian Institute of Technology, Hyderabad, Telangana, India]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Indian Institute of Technology, Hyderabad, Telangana, India]","institution_ids":["https://openalex.org/I65181880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112262776","display_name":"S Sastry Challa","orcid":null},"institutions":[{"id":"https://openalex.org/I65181880","display_name":"Indian Institute of Technology Hyderabad","ror":"https://ror.org/01j4v3x97","country_code":"IN","type":"education","lineage":["https://openalex.org/I65181880"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S Sastry Challa","raw_affiliation_strings":["[Indian Institute of Technology, Hyderabad, Telangana, India]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[Indian Institute of Technology, Hyderabad, Telangana, India]","institution_ids":["https://openalex.org/I65181880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103070252","display_name":"Soumya Jana","orcid":"https://orcid.org/0000-0002-2049-2239"},"institutions":[{"id":"https://openalex.org/I65181880","display_name":"Indian Institute of Technology Hyderabad","ror":"https://ror.org/01j4v3x97","country_code":"IN","type":"education","lineage":["https://openalex.org/I65181880"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Soumya Jana","raw_affiliation_strings":["Indian Institute of Technology Hyderabad, Telangana, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Hyderabad, Telangana, India","institution_ids":["https://openalex.org/I65181880"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064824128","display_name":"Shivnarayan Patidar","orcid":"https://orcid.org/0000-0003-0306-5224"},"institutions":[{"id":"https://openalex.org/I4210109276","display_name":"National Institute of Technology Goa","ror":"https://ror.org/01vmfpj79","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210109276"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shivnarayan Patidar","raw_affiliation_strings":["National Institute of Technology Goa, Goa, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology Goa, Goa, India","institution_ids":["https://openalex.org/I4210109276"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1777,"has_fulltext":true,"cited_by_count":51,"citation_normalized_percentile":{"value":0.89691486,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"44","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9998999834060669,"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":0.9998999834060669,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9945999979972839,"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/T10065","display_name":"Atrial Fibrillation Management and Outcomes","score":0.9814000129699707,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7248188853263855},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6649734377861023},{"id":"https://openalex.org/keywords/atrial-fibrillation","display_name":"Atrial fibrillation","score":0.5932072997093201},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5165092349052429},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4176720380783081},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1358254849910736},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13179901242256165}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7248188853263855},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6649734377861023},{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.5932072997093201},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5165092349052429},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4176720380783081},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1358254849910736},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13179901242256165}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.22489/cinc.2017.163-226","is_oa":true,"landing_page_url":"https://doi.org/10.22489/cinc.2017.163-226","pdf_url":"https://doi.org/10.22489/cinc.2017.163-226","source":{"id":"https://openalex.org/S4220650825","display_name":"Computing in cardiology","issn_l":"2325-8861","issn":["2325-8861","2325-887X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing in Cardiology Conference (CinC)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.22489/cinc.2017.163-226","is_oa":true,"landing_page_url":"https://doi.org/10.22489/cinc.2017.163-226","pdf_url":"https://doi.org/10.22489/cinc.2017.163-226","source":{"id":"https://openalex.org/S4220650825","display_name":"Computing in cardiology","issn_l":"2325-8861","issn":["2325-8861","2325-887X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing in Cardiology Conference (CinC)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2791945458.pdf","grobid_xml":"https://content.openalex.org/works/W2791945458.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W1536929369","https://openalex.org/W1825077972","https://openalex.org/W2009347435","https://openalex.org/W2027774888","https://openalex.org/W2041691167","https://openalex.org/W2084941388","https://openalex.org/W2126913938","https://openalex.org/W2155103273","https://openalex.org/W2170605288","https://openalex.org/W4200084300","https://openalex.org/W4298308879"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2916669046","https://openalex.org/W2802841177","https://openalex.org/W2390279801","https://openalex.org/W2120413119","https://openalex.org/W2358668433","https://openalex.org/W2047263140","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"As":[0],"part":[1],"of":[2,15,75,78,86,92,99,130,144,149],"the":[3,13,53,57,100,106,127,138],"PhysioNet/Computing":[4],"in":[5],"Cardiology":[6],"Challenge":[7],"2017,":[8],"this":[9,33],"work":[10],"focuses":[11],"on":[12],"classification":[14,118,128],"a":[16,37,68,90,142],"single":[17],"channel":[18],"short":[19],"electrocardiogram":[20],"(ECG)":[21],"signal":[22],"into":[23,97],"normal,":[24,156],"atrial":[25],"fibrillation":[26],"(AF),":[27],"others":[28],"and":[29,72,152,158],"noise":[30],"classes.":[31,103],"To":[32,104],"end,":[34],"we":[35,65],"propose":[36],"shallow":[38],"convolutional":[39],"neural":[40],"network":[41],"architecture":[42],"which":[43],"learns":[44],"suitable":[45],"features":[46],"pertaining":[47],"to":[48,55,89,112],"each":[49],"class":[50],"while":[51],"eliminating":[52],"need":[54],"extract":[56],"traditionally":[58],"used":[59],"ad":[60],"hoc":[61],"features.":[62],"In":[63],"particular,":[64],"first":[66],"developed":[67],"robust":[69],"R-peak":[70],"detector":[71],"stacked":[73],"sequence":[74],"fixed":[76],"number":[77],"detected":[79],"beats":[80,87],"with":[81,146],"R-peaks":[82],"aligned.":[83],"These":[84],"stack":[85],"corresponding":[88],"segment":[91],"ECG":[93],"record":[94,117],"are":[95],"classified":[96],"one":[98],"four":[101],"aforementioned":[102],"improve":[105],"robustness,":[107],"multiple":[108],"classifiers":[109],"were":[110],"trained":[111],"classify":[113],"these":[114],"segments.":[115,132],"Overall":[116],"was":[119],"then":[120],"generated":[121],"using":[122],"an":[123],"voting":[124],"scheme":[125],"from":[126],"results":[129],"individual":[131],"Our":[133],"best":[134],"submission":[135],"result":[136],"during":[137],"official":[139],"phase":[140],"has":[141],"score":[143],"71%":[145],"F1":[147],"scores":[148],"86%,":[150],"73%":[151],"56%":[153],"respectively":[154],"for":[155],"AF":[157],"other":[159],"classes":[160],"respectively.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
