{"id":"https://openalex.org/W3010729040","doi":"https://doi.org/10.1109/i2ct45611.2019.9033665","title":"Arrhythmia Detection - A Machine Learning based Comparative Analysis with MIT-BIH ECG Data","display_name":"Arrhythmia Detection - A Machine Learning based Comparative Analysis with MIT-BIH ECG Data","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W3010729040","doi":"https://doi.org/10.1109/i2ct45611.2019.9033665","mag":"3010729040"},"language":"en","primary_location":{"id":"doi:10.1109/i2ct45611.2019.9033665","doi":"https://doi.org/10.1109/i2ct45611.2019.9033665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2ct45611.2019.9033665","pdf_url":null,"source":{"id":"https://openalex.org/S4363607804","display_name":"IEEE International Conference for Convergence in Technology (I2CT)","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":"2019 IEEE 5th International Conference for Convergence in Technology (I2CT)","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":null,"display_name":"Vishavpreet Singh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I99364266","display_name":"Academy of Scientific and Innovative Research","ror":"https://ror.org/053rcsq61","country_code":"IN","type":"education","lineage":["https://openalex.org/I99364266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vishavpreet Singh","raw_affiliation_strings":["Academy of Scientific and Innovative Research (AcSIR-CSIO), Chandigarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Scientific and Innovative Research (AcSIR-CSIO), Chandigarh, India","institution_ids":["https://openalex.org/I99364266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052796032","display_name":"Suman Tewary","orcid":"https://orcid.org/0000-0001-9112-1569","observed_orcids":["https://orcid.org/0000-0001-9112-1569"]},"institutions":[{"id":"https://openalex.org/I42095658","display_name":"Central Scientific Instruments Organisation","ror":"https://ror.org/04bfs6764","country_code":"IN","type":"facility","lineage":["https://openalex.org/I2799351866","https://openalex.org/I42095658","https://openalex.org/I4210134808","https://openalex.org/I66760702"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Suman Tewary","raw_affiliation_strings":["CSIR-Central Scientific Instruments Organisation, Chandigarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIR-Central Scientific Instruments Organisation, Chandigarh, India","institution_ids":["https://openalex.org/I42095658"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053619480","display_name":"Viren Sardana","orcid":"https://orcid.org/0000-0002-6735-2946","observed_orcids":["https://orcid.org/0000-0002-6735-2946"]},"institutions":[{"id":"https://openalex.org/I42095658","display_name":"Central Scientific Instruments Organisation","ror":"https://ror.org/04bfs6764","country_code":"IN","type":"facility","lineage":["https://openalex.org/I2799351866","https://openalex.org/I42095658","https://openalex.org/I4210134808","https://openalex.org/I66760702"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Viren Sardana","raw_affiliation_strings":["CSIR-Central Scientific Instruments Organisation, Chandigarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIR-Central Scientific Instruments Organisation, Chandigarh, India","institution_ids":["https://openalex.org/I42095658"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072562228","display_name":"Harish Kumar Sardana","orcid":"https://orcid.org/0000-0001-6072-3305","observed_orcids":["https://orcid.org/0000-0001-6072-3305"]},"institutions":[{"id":"https://openalex.org/I99364266","display_name":"Academy of Scientific and Innovative Research","ror":"https://ror.org/053rcsq61","country_code":"IN","type":"education","lineage":["https://openalex.org/I99364266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"H K Sardana","raw_affiliation_strings":["Academy of Scientific and Innovative Research (AcSIR-CSIO), Chandigarh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Scientific and Innovative Research (AcSIR-CSIO), Chandigarh, India","institution_ids":["https://openalex.org/I99364266"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.1726,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.96185197,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9994999766349792,"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":0.9994999766349792,"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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":9.999999747378752e-05,"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":9.999999747378752e-05,"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/arrhythmia-detection","display_name":"arrhythmia detection","score":0.9390000104904175},{"id":"https://openalex.org/keywords/arrhythmia-classification","display_name":"arrhythmia classification","score":0.828000009059906},{"id":"https://openalex.org/keywords/mit-bih-arrhythmia-database","display_name":"MIT-BIH arrhythmia database","score":0.9610000252723694},{"id":"https://openalex.org/keywords/electrocardiography","display_name":"electrocardiogram","score":0.8930000066757202},{"id":"https://openalex.org/keywords/beat-detection","display_name":"beat detection","score":0.8069999814033508},{"id":"https://openalex.org/keywords/amplitude-features","display_name":"amplitude features","score":0.6990000009536743},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.7580000162124634},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.6100000143051147}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7124690413475037},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5104881525039673},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.404477596282959},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34538015723228455}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2ct45611.2019.9033665","doi":"https://doi.org/10.1109/i2ct45611.2019.9033665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2ct45611.2019.9033665","pdf_url":null,"source":{"id":"https://openalex.org/S4363607804","display_name":"IEEE International Conference for Convergence in Technology (I2CT)","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":"2019 IEEE 5th International Conference for Convergence in Technology (I2CT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.766700029373169,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1877478691","https://openalex.org/W1930624869","https://openalex.org/W2008056655","https://openalex.org/W2095409369","https://openalex.org/W2105119992","https://openalex.org/W2148239836","https://openalex.org/W2162273778","https://openalex.org/W2553237870","https://openalex.org/W2563958747","https://openalex.org/W2730496402","https://openalex.org/W2731010577","https://openalex.org/W2736169998","https://openalex.org/W2752322585","https://openalex.org/W2771170013","https://openalex.org/W2794666579"],"related_works":["https://openalex.org/W2201596913","https://openalex.org/W7203754407","https://openalex.org/W2278150284","https://openalex.org/W4254251180","https://openalex.org/W2999767666","https://openalex.org/W4288050347","https://openalex.org/W2025508891","https://openalex.org/W4401808192","https://openalex.org/W2139047475","https://openalex.org/W4308926788"],"abstract_inverted_index":{"Cardiovascular":[0],"arrhythmias":[1],"are":[2],"most":[3],"common":[4],"cardiac":[5],"problem":[6],"in":[7,80],"the":[8],"world.":[9],"This":[10],"work":[11],"while":[12],"focusing":[13],"on":[14,42],"development":[15],"of":[16,21,58],"automated":[17],"detection":[18,39],"and":[19,67],"classification":[20],"arrhythmia":[22],"using":[23],"MIT-BIH":[24],"database":[25],"compared":[26],"five":[27,77],"machine":[28],"learning":[29],"algorithms":[30],"with":[31,63,70,90,96],"three":[32],"different":[33],"features.":[34],"Pre-processing":[35],"followed":[36],"by":[37],"beat":[38],"is":[40,100],"applied":[41],"one":[43],"channel":[44],"to":[45,102],"get":[46],"individual":[47],"beats":[48],"having":[49],"PQRST":[50],"window.":[51],"Three":[52],"features":[53,92],"(viz.":[54],"simple":[55],"amplitude":[56,91],"feature":[57,62,69],"300":[59],"samples,":[60],"area":[61,68],"non-overlapped":[64],"sliding":[65,72],"window,":[66],"overlapped":[71],"window)":[73],"were":[74],"used":[75,79],"for":[76],"classifiers":[78],"this":[81],"study.":[82],"It":[83],"was":[84],"observed":[85],"that":[86],"Artificial":[87],"Neural":[88],"Network":[89],"gave":[93],"best":[94],"result":[95],"99.59%":[97],"accuracy":[98],"which":[99],"comparable":[101],"state-of-the":[103],"art":[104],"methods.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-03-23T00:00:00"}