{"id":"https://openalex.org/W4393973231","doi":"https://doi.org/10.1109/ncc60321.2024.10485847","title":"A ResNet-Attention Approach for Detection of Congestive Heart Failure from ECG Signals","display_name":"A ResNet-Attention Approach for Detection of Congestive Heart Failure from ECG Signals","publication_year":2024,"publication_date":"2024-02-28","ids":{"openalex":"https://openalex.org/W4393973231","doi":"https://doi.org/10.1109/ncc60321.2024.10485847"},"language":"en","primary_location":{"id":"doi:10.1109/ncc60321.2024.10485847","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ncc60321.2024.10485847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 National Conference on Communications (NCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5062563326","display_name":"Purnima Bharath","orcid":"https://orcid.org/0000-0002-0649-6321"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P Bharath","raw_affiliation_strings":["Indian Institute of Technology,Electronics and Electrical Communication Engineering,Kharagpur,India","Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Electronics and Electrical Communication Engineering,Kharagpur,India","institution_ids":["https://openalex.org/I145894827"]},{"raw_affiliation_string":"Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000829199","display_name":"Sudestna Nahak","orcid":null},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sudestna Nahak","raw_affiliation_strings":["Indian Institute of Technology,Electronics and Electrical Communication Engineering,Kharagpur,India","Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Electronics and Electrical Communication Engineering,Kharagpur,India","institution_ids":["https://openalex.org/I145894827"]},{"raw_affiliation_string":"Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069790572","display_name":"Goutam Saha","orcid":"https://orcid.org/0000-0001-6187-1684"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Goutam Saha","raw_affiliation_strings":["Indian Institute of Technology,Electronics and Electrical Communication Engineering,Kharagpur,India","Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology,Electronics and Electrical Communication Engineering,Kharagpur,India","institution_ids":["https://openalex.org/I145894827"]},{"raw_affiliation_string":"Electronics and Electrical Communication Engineering, Indian Institute of Technology, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145894827"],"apc_list":null,"apc_paid":null,"fwci":2.6672,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86578217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9223999977111816,"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":0.9223999977111816,"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/heart-failure","display_name":"Heart failure","score":0.7713119983673096},{"id":"https://openalex.org/keywords/residual-neural-network","display_name":"Residual neural network","score":0.5086765885353088},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.50681072473526},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4753144383430481},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.4463667571544647},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30470359325408936},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2724727392196655},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.13227331638336182}],"concepts":[{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.7713119983673096},{"id":"https://openalex.org/C2944601119","wikidata":"https://www.wikidata.org/wiki/Q43744058","display_name":"Residual neural network","level":3,"score":0.5086765885353088},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.50681072473526},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4753144383430481},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.4463667571544647},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30470359325408936},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2724727392196655},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.13227331638336182}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ncc60321.2024.10485847","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ncc60321.2024.10485847","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 National Conference on Communications (NCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1572553831","https://openalex.org/W1990985930","https://openalex.org/W2047098613","https://openalex.org/W2112081648","https://openalex.org/W2115635074","https://openalex.org/W2125040730","https://openalex.org/W2302877473","https://openalex.org/W2802832784","https://openalex.org/W2901518318","https://openalex.org/W2910545274","https://openalex.org/W2946751363","https://openalex.org/W2972055048","https://openalex.org/W3016189662","https://openalex.org/W3087520086","https://openalex.org/W3089025848","https://openalex.org/W3172243723","https://openalex.org/W4206445283","https://openalex.org/W4213030899","https://openalex.org/W4225134106","https://openalex.org/W4298130398"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W2748952813","https://openalex.org/W1531601525"],"abstract_inverted_index":{"Congestive":[0],"Heart":[1],"Failure":[2],"(CHF)":[3],"is":[4,21,33],"a":[5,34,47,143,195],"prevalent":[6],"and":[7,16,27,36,55,79,122,148,153,159,183,188],"potentially":[8],"life-threatening":[9],"cardiovascular":[10,203],"condition":[11],"affecting":[12],"millions":[13],"worldwide.":[14],"Early":[15],"accurate":[17,111],"diagnosis":[18],"of":[19,70,84,130,137,150,190],"CHF":[20,58,123,160,174],"crucial":[22],"for":[23,40,198],"effective":[24],"patient":[25],"management":[26],"improved":[28],"outcomes.":[29],"An":[30],"electrocardiograph":[31],"(ECG)":[32],"non-invasive":[35],"widely":[37],"available":[38],"tool":[39,197],"assessing":[41],"cardiac":[42],"function.":[43],"This":[44],"study":[45,169],"presents":[46],"practical":[48],"approach":[49,66,165],"to":[50,72,104,110],"extract":[51,73],"the":[52,68,98,102,128,131,138],"ECG":[53,77,99,117],"cycles":[54],"automatically":[56],"classify":[57],"beats":[59],"using":[60],"attention-based":[61],"Residual":[62],"Networks":[63],"(ResNet).":[64],"Our":[65,125],"leverages":[67],"power":[69],"ResNet":[71],"hierarchical":[74],"features":[75],"from":[76],"signals":[78],"capture":[80],"relevant":[81],"patterns":[82],"indicative":[83],"CHF.":[85],"Furthermore,":[86],"we":[87],"introduce":[88],"an":[89],"attention":[90],"mechanism":[91],"that":[92],"dynamically":[93],"highlights":[94],"informative":[95],"regions":[96],"within":[97],"beats,":[100,175],"allowing":[101],"model":[103,134,192],"focus":[105],"on":[106,116],"critical":[107],"parts":[108],"contributing":[109],"classification.":[112,162],"We":[113],"conduct":[114],"experiments":[115],"recordings,":[118],"extracting":[119],"both":[120],"normal":[121,158],"beats.":[124],"results":[126],"demonstrate":[127],"superiority":[129],"proposed":[132,140],"ResNet-Attention":[133,164],"over":[135],"some":[136],"recently":[139],"methods,":[141],"achieving":[142],"more":[144],"balanced":[145],"accuracy,":[146],"sensitivity,":[147],"specificity":[149],"93.25%,":[151],"92.30%,":[152],"94.11":[154],"%,":[155],"respectively,":[156],"in":[157,167,172,179,202],"beat":[161],"The":[163,186],"presented":[166],"this":[168],"shows":[170],"potential":[171],"detecting":[173],"ultimately":[176],"aiding":[177],"clinicians":[178],"making":[180],"informed":[181],"decisions":[182],"improving":[184],"diagnosis.":[185],"robustness":[187],"interpretability":[189],"our":[191],"make":[193],"it":[194],"valuable":[196],"real-world":[199],"clinical":[200],"applications":[201],"medicine.":[204]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
