{"id":"https://openalex.org/W2925027360","doi":"https://doi.org/10.1109/icaiic.2019.8669084","title":"Comparative Analysis of Machine Learning Algorithms along with Classifiers for AF Detection using a Scale","display_name":"Comparative Analysis of Machine Learning Algorithms along with Classifiers for AF Detection using a Scale","publication_year":2019,"publication_date":"2019-02-01","ids":{"openalex":"https://openalex.org/W2925027360","doi":"https://doi.org/10.1109/icaiic.2019.8669084","mag":"2925027360"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic.2019.8669084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic.2019.8669084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"},"type":"article","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/A5101927138","display_name":"Hyunwoo Kim","orcid":"https://orcid.org/0009-0003-2740-0397"},"institutions":[{"id":"https://openalex.org/I24541011","display_name":"Soonchunhyang University","ror":"https://ror.org/03qjsrb10","country_code":"KR","type":"education","lineage":["https://openalex.org/I24541011"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyun-Woo Kim","raw_affiliation_strings":["Department of ICT, Soonchunhyang University, Asan, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of ICT, Soonchunhyang University, Asan, Republic of Korea","institution_ids":["https://openalex.org/I24541011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074462728","display_name":"Keonsoo Lee","orcid":"https://orcid.org/0000-0001-5506-2207"},"institutions":[{"id":"https://openalex.org/I24541011","display_name":"Soonchunhyang University","ror":"https://ror.org/03qjsrb10","country_code":"KR","type":"education","lineage":["https://openalex.org/I24541011"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Keonsoo Lee","raw_affiliation_strings":["Convergence Institute of Medical Information Communication Technology and Management, Soonchunhyang University, Asan, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Convergence Institute of Medical Information Communication Technology and Management, Soonchunhyang University, Asan, Republic of Korea","institution_ids":["https://openalex.org/I24541011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109419594","display_name":"Chanki Moon","orcid":null},"institutions":[{"id":"https://openalex.org/I24541011","display_name":"Soonchunhyang University","ror":"https://ror.org/03qjsrb10","country_code":"KR","type":"education","lineage":["https://openalex.org/I24541011"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chanki Moon","raw_affiliation_strings":["Department of Computer Science and Engineering, Soonchunhyang University, Asan, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Soonchunhyang University, Asan, Republic of Korea","institution_ids":["https://openalex.org/I24541011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056024500","display_name":"Yunyoung Nam","orcid":"https://orcid.org/0000-0002-3318-9394"},"institutions":[{"id":"https://openalex.org/I24541011","display_name":"Soonchunhyang University","ror":"https://ror.org/03qjsrb10","country_code":"KR","type":"education","lineage":["https://openalex.org/I24541011"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yunyoung Nam","raw_affiliation_strings":["Department of Computer Science and Engineering, Soonchunhyang University, Asan, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Soonchunhyang University, Asan, Republic of Korea","institution_ids":["https://openalex.org/I24541011"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101927138"],"corresponding_institution_ids":["https://openalex.org/I24541011"],"apc_list":null,"apc_paid":null,"fwci":0.1603,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.5246659,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"10","issue":null,"first_page":"427","last_page":"429"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9983000159263611,"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":0.9983000159263611,"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":0.9855999946594238,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9812999963760376,"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/arduino","display_name":"Arduino","score":0.6356276273727417},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6016787886619568},{"id":"https://openalex.org/keywords/bluetooth","display_name":"Bluetooth","score":0.4976954758167267},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4911617934703827},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4634205400943756},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42178136110305786},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3416631519794464},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.17213651537895203},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.1390523612499237},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09299466013908386}],"concepts":[{"id":"https://openalex.org/C136501162","wikidata":"https://www.wikidata.org/wiki/Q175957","display_name":"Arduino","level":2,"score":0.6356276273727417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6016787886619568},{"id":"https://openalex.org/C546215728","wikidata":"https://www.wikidata.org/wiki/Q39531","display_name":"Bluetooth","level":3,"score":0.4976954758167267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4911617934703827},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4634205400943756},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42178136110305786},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3416631519794464},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.17213651537895203},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.1390523612499237},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09299466013908386}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic.2019.8669084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic.2019.8669084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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":9,"referenced_works":["https://openalex.org/W2023648985","https://openalex.org/W2068908293","https://openalex.org/W2109653647","https://openalex.org/W2114775432","https://openalex.org/W2133435868","https://openalex.org/W2148423395","https://openalex.org/W2171865547","https://openalex.org/W2418054737","https://openalex.org/W4244190327"],"related_works":["https://openalex.org/W4220926637","https://openalex.org/W2362681120","https://openalex.org/W2376320007","https://openalex.org/W4376643979","https://openalex.org/W2322402661","https://openalex.org/W4293241760","https://openalex.org/W2389079374","https://openalex.org/W2372429262","https://openalex.org/W2238003036","https://openalex.org/W4389477558"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"present":[4],"an":[5],"implementation":[6],"of":[7,117],"a":[8,14],"smart":[9],"scale":[10],"that":[11,109],"can":[12],"measure":[13],"subject's":[15],"weight,":[16],"heart":[17,35,89],"rate":[18],"and":[19,37,46,65,84,98,113,126],"detect":[20],"atrial":[21],"fibrillation":[22],"(AF).":[23],"For":[24,33],"weight":[25],"measurement,":[26],"four":[27],"load":[28],"cell":[29,44],"sensors":[30,45],"are":[31,48,82,91,110,123],"used.":[32,42],"measuring":[34],"rates":[36,90],"detecting":[38,121],"AF,":[39,67],"PSL-iECG2":[40,47],"is":[41,70,94],"Load":[43],"connected":[49,71],"to":[50,61,72],"Arduino":[51,54,68],"Uno.":[52],"As":[53],"Uno":[55,69],"has":[56],"not":[57],"enough":[58],"computing":[59],"power":[60],"analyze":[62],"ECG":[63,78],"signals":[64],"determine":[66],"smartphone":[73],"in":[74],"Bluetooth.":[75],"From":[76],"the":[77,86],"signals,":[79],"R":[80],"peaks":[81],"extracted":[83,101],"using":[85,96],"R-R":[87,103],"intervals,":[88],"calculated.":[92],"AF":[93,122],"detected":[95],"RMSSD":[97],"Shannon":[99],"entropy":[100],"from":[102],"intervals.":[104],"We":[105],"evaluate":[106],"three":[107],"classifiers":[108],"kNN,":[111],"DT,":[112],"NNs.":[114],"The":[115],"accuracies":[116],"each":[118],"classifier":[119],"for":[120],"83.7%,":[124,125],"89.1%,":[127],"respectively.":[128]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
