{"id":"https://openalex.org/W3120955789","doi":"https://doi.org/10.22489/cinc.2020.127","title":"Identification of Cardiac Arrhythmias from 12-lead ECG using Beat-wise Analysis and a Combination of CNN and LSTM","display_name":"Identification of Cardiac Arrhythmias from 12-lead ECG using Beat-wise Analysis and a Combination of CNN and LSTM","publication_year":2020,"publication_date":"2020-12-30","ids":{"openalex":"https://openalex.org/W3120955789","doi":"https://doi.org/10.22489/cinc.2020.127","mag":"3120955789"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.22489/cinc.2020.127","pdf_url":null,"source":{"id":"https://openalex.org/S4220650825","display_name":"Computing in cardiology","issn_l":"2325-887X","issn":["2325-887X","2325-8861"],"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},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.22489/cinc.2020.127","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051437902","display_name":"Mohanad Alkhodari","orcid":"https://orcid.org/0000-0002-5248-6327"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohanad Alkhodari","raw_affiliation_strings":["Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072772953","display_name":"Leontios J. Hadjileontiadis","orcid":"https://orcid.org/0000-0002-9932-9302"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Leontios J. Hadjileontiadis","raw_affiliation_strings":["Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053525471","display_name":"Ahsan H. Khandoker","orcid":"https://orcid.org/0000-0002-0636-1646"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ahsan H. Khandoker","raw_affiliation_strings":["Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Healthcare Engineering Innovation Center, Khalifa University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I176601375"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.797,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.742036,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":79,"max":81},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9996,"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":0.9996,"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":0.9965,"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9355,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/identification","display_name":"Identification","score":0.58866835},{"id":"https://openalex.org/keywords/heart-beat","display_name":"Heart beat","score":0.587627},{"id":"https://openalex.org/keywords/beat","display_name":"Beat (acoustics)","score":0.47382247},{"id":"https://openalex.org/keywords/cardiac-arrhythmia","display_name":"Cardiac arrhythmia","score":0.417878}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.58866835},{"id":"https://openalex.org/C2982892191","wikidata":"https://www.wikidata.org/wiki/Q253408","display_name":"Heart beat","level":2,"score":0.587627},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5411517},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.48179287},{"id":"https://openalex.org/C189809214","wikidata":"https://www.wikidata.org/wiki/Q829522","display_name":"Beat (acoustics)","level":2,"score":0.47382247},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4642025},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45982245},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.42068908},{"id":"https://openalex.org/C2988455589","wikidata":"https://www.wikidata.org/wiki/Q189331","display_name":"Cardiac arrhythmia","level":3,"score":0.417878},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.2907126},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2585305},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14058071},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1001623},{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.09435785},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.088956},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.22489/cinc.2020.127","pdf_url":null,"source":{"id":"https://openalex.org/S4220650825","display_name":"Computing in cardiology","issn_l":"2325-887X","issn":["2325-887X","2325-8861"],"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}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.22489/cinc.2020.127","pdf_url":null,"source":{"id":"https://openalex.org/S4220650825","display_name":"Computing in cardiology","issn_l":"2325-887X","issn":["2325-887X","2325-8861"],"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},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":4,"referenced_works":["https://openalex.org/W1507701463","https://openalex.org/W2162273778","https://openalex.org/W2963398244","https://openalex.org/W3098699929"],"related_works":["https://openalex.org/W4246650688","https://openalex.org/W3146741189","https://openalex.org/W3139767557","https://openalex.org/W2552149926","https://openalex.org/W2472120097","https://openalex.org/W2418737028","https://openalex.org/W2326685352","https://openalex.org/W2127182649","https://openalex.org/W2074441626","https://openalex.org/W1495140442"],"abstract_inverted_index":{"Throughout":[0],"the":[1,46,69,72,81,93,99,102,112,143,153],"years,":[2],"there":[3],"have":[4,21],"been":[5,22],"many":[6],"attempts":[7],"to":[8,35,79,91],"develop":[9],"an":[10,63],"accurate":[11],"cardiac":[12,37],"arrhythmias":[13,38],"identification":[14],"algorithm.However,":[15],"despite":[16],"achieving":[17],"acceptable":[18],"results,":[19],"they":[20],"only":[23],"applied":[24],"on":[25,111,122,142],"either":[26],"small":[27],"or":[28],"homogeneous":[29],"data-sets.A":[30],"study":[31],"was":[32,89,106,151],"developed":[33,62],"herein":[34],"identify":[36,92],"from":[39,45,54],"varied-length":[40],"12-lead":[41,82],"ECG":[42],"signals":[43],"obtained":[44],"PhysioNet/Computing":[47],"in":[48,97,159],"Cardiology":[49],"Challenge":[50],"2020":[51],"and":[52,109,125,136,146],"acquired":[53],"a":[55,85,130],"wide":[56],"set":[57,114],"of":[58,71,134,140,156],"sources.Our":[59],"team,":[60],"Care4MyHeart,":[61],"approach":[64,128],"that":[65,84],"starts":[66],"by":[67],"analyzing":[68],"labels":[70],"database.Then,":[73],"applying":[74],"various":[75],"signal":[76],"processing":[77],"techniques":[78],"denoise":[80],"signals.After":[83],"beat-by-beat":[86],"segmentation":[87],"procedure":[88],"followed":[90],"most":[94],"significant":[95],"beats":[96],"exhibiting":[98],"arrhythmia":[100],"within":[101],"signals.A":[103],"CNN+BiLSTM":[104],"model":[105],"then":[107],"trained":[108],"evaluated":[110],"training":[113],"using":[115],"10-fold":[116],"cross-validation":[117],"scheme":[118],"as":[119,121],"well":[120],"hidden":[123,144],"validation":[124,132,145],"testing":[126,147],"sets.Our":[127],"achieved":[129],"challenge":[131],"score":[133,139],"0.379":[135],"full":[137],"test":[138],"0.146":[141],"sets,":[148],"respectively.Our":[149],"team":[150],"ranked":[152],"26th":[154],"out":[155],"41":[157],"entries":[158],"this":[160],"year's":[161],"Challenge.":[162]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3120955789","counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2024-12-10T02:00:14.826433","created_date":"2021-01-18"}