{"id":"https://openalex.org/W4220986470","doi":"https://doi.org/10.1145/3517247","title":"BayesBeat","display_name":"BayesBeat","publication_year":2022,"publication_date":"2022-03-29","ids":{"openalex":"https://openalex.org/W4220986470","doi":"https://doi.org/10.1145/3517247"},"language":"en","primary_location":{"id":"doi:10.1145/3517247","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3517247","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2011.00753","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067607594","display_name":"Sarkar Snigdha Sarathi Das","orcid":"https://orcid.org/0000-0003-1052-4142"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]},{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD","US"],"is_corresponding":true,"raw_author_name":"Sarkar Snigdha Sarathi Das","raw_affiliation_strings":["Bangladesh University of Engineering and Technology, Dhaka, Bangladesh and Pennsylvania State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bangladesh University of Engineering and Technology, Dhaka, Bangladesh and Pennsylvania State University, USA","institution_ids":["https://openalex.org/I183697816","https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036613409","display_name":"Subangkar Karmaker Shanto","orcid":"https://orcid.org/0000-0003-0394-2565"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]},{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Subangkar Karmaker Shanto","raw_affiliation_strings":["Bangladesh University of Engineering and Technology, Bangladesh and United International University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bangladesh University of Engineering and Technology, Bangladesh and United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043","https://openalex.org/I183697816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041197523","display_name":"Masum Rahman","orcid":null},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Masum Rahman","raw_affiliation_strings":["Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420857","display_name":"Md. Saiful Islam","orcid":"https://orcid.org/0000-0003-3725-3493"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]},{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"Md Saiful Islam","raw_affiliation_strings":["Bangladesh University of Engineering and Technology, Dhaka, Bangladesh and University of Rochester, Rochester, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bangladesh University of Engineering and Technology, Dhaka, Bangladesh and University of Rochester, Rochester, New York, USA","institution_ids":["https://openalex.org/I183697816","https://openalex.org/I5388228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080064706","display_name":"Atif Rahman","orcid":"https://orcid.org/0000-0003-1805-3971"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Atif Hasan Rahman","raw_affiliation_strings":["Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029798067","display_name":"Mohammad Mehedy Masud","orcid":"https://orcid.org/0000-0002-5274-5982"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad M. Masud","raw_affiliation_strings":["United Arab Emirates University, Al Ain, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"United Arab Emirates University, Al Ain, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000819439","display_name":"Mohammed Eunus Ali","orcid":"https://orcid.org/0000-0002-0384-7616"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Mohammed Eunus Ali","raw_affiliation_strings":["Bangladesh University of Engineering and Technology, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bangladesh University of Engineering and Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5067607594"],"corresponding_institution_ids":["https://openalex.org/I130769515","https://openalex.org/I183697816"],"apc_list":null,"apc_paid":null,"fwci":0.8988,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.68974186,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"6","issue":"1","first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9976999759674072,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9955000281333923,"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/smartwatch","display_name":"Smartwatch","score":0.866640567779541},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7559801936149597},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6460544466972351},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6358351707458496},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5923313498497009},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5657709240913391},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.5492083430290222},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5048547387123108},{"id":"https://openalex.org/keywords/photoplethysmogram","display_name":"Photoplethysmogram","score":0.5047076940536499},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.4932064414024353},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.4227645695209503},{"id":"https://openalex.org/keywords/bittorrent-tracker","display_name":"BitTorrent tracker","score":0.41378942131996155},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3476642966270447},{"id":"https://openalex.org/keywords/eye-tracking","display_name":"Eye tracking","score":0.2531892657279968},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.22012823820114136},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.136531800031662}],"concepts":[{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.866640567779541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7559801936149597},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6460544466972351},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6358351707458496},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5923313498497009},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5657709240913391},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5492083430290222},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5048547387123108},{"id":"https://openalex.org/C116390426","wikidata":"https://www.wikidata.org/wiki/Q7187885","display_name":"Photoplethysmogram","level":3,"score":0.5047076940536499},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.4932064414024353},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.4227645695209503},{"id":"https://openalex.org/C57501372","wikidata":"https://www.wikidata.org/wiki/Q2021268","display_name":"BitTorrent tracker","level":3,"score":0.41378942131996155},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3476642966270447},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.2531892657279968},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.22012823820114136},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.136531800031662},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3517247","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3517247","pdf_url":null,"source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2011.00753","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2011.00753","pdf_url":"https://arxiv.org/pdf/2011.00753","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2011.00753","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2011.00753","pdf_url":"https://arxiv.org/pdf/2011.00753","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1573847880","https://openalex.org/W1965789387","https://openalex.org/W1966473319","https://openalex.org/W1979686062","https://openalex.org/W2005741801","https://openalex.org/W2156513500","https://openalex.org/W2171380770","https://openalex.org/W2187089797","https://openalex.org/W2294744698","https://openalex.org/W2345308106","https://openalex.org/W2461505578","https://openalex.org/W2522264526","https://openalex.org/W2533802684","https://openalex.org/W2549139847","https://openalex.org/W2582174372","https://openalex.org/W2592499500","https://openalex.org/W2605942112","https://openalex.org/W2620760558","https://openalex.org/W2790444357","https://openalex.org/W2797786865","https://openalex.org/W2798217022","https://openalex.org/W2806930130","https://openalex.org/W2890322328","https://openalex.org/W2899422388","https://openalex.org/W2912732526","https://openalex.org/W2964008783","https://openalex.org/W2999926771","https://openalex.org/W3024277754","https://openalex.org/W3192920805","https://openalex.org/W6719181542"],"related_works":["https://openalex.org/W3140922578","https://openalex.org/W3041872367","https://openalex.org/W4205793574","https://openalex.org/W4285587629","https://openalex.org/W4225612652","https://openalex.org/W2765158217","https://openalex.org/W2993132146","https://openalex.org/W2599755607","https://openalex.org/W2756171776","https://openalex.org/W2971637278"],"abstract_inverted_index":{"Smartwatches":[0],"or":[1],"fitness":[2],"trackers":[3],"have":[4,34],"garnered":[5],"a":[6,85],"lot":[7],"of":[8,41,96,118],"popularity":[9],"as":[10],"potential":[11],"health":[12,27],"tracking":[13,28],"devices":[14],"due":[15],"to":[16,36,100],"their":[17,26],"affordable":[18],"and":[19,109],"longitudinal":[20],"monitoring":[21],"capabilities.":[22],"To":[23],"further":[24],"widen":[25],"capabilities,":[29],"in":[30,46,57,64,75,158],"recent":[31],"years":[32],"researchers":[33],"started":[35],"look":[37],"into":[38],"the":[39,72,76,94,111,119,135],"possibility":[40],"Atrial":[42],"Fibrillation":[43],"(AF)":[44],"detection":[45,66],"real-time":[47],"leveraging":[48],"photoplethysmography":[49],"(PPG)":[50],"data,":[51],"an":[52,115],"inexpensive":[53],"sensor":[54],"widely":[55],"available":[56,126],"almost":[58],"all":[59],"smartwatches.":[60],"A":[61],"significant":[62],"challenge":[63],"AF":[65,103],"from":[67,71,105],"PPG":[68,78,107],"signals":[69],"comes":[70],"inherent":[73],"noise":[74],"smartwatch":[77],"signals.":[79],"In":[80],"this":[81],"paper,":[82],"we":[83],"propose":[84],"novel":[86],"deep":[87,98],"learning":[88,99],"based":[89],"approach,":[90],"BayesBeat":[91,133,140],"that":[92,129],"leverages":[93],"power":[95],"Bayesian":[97],"accurately":[101],"infer":[102],"risks":[104],"noisy":[106],"signals,":[108],"at":[110],"same":[112],"time":[113],"provides":[114],"uncertainty":[116],"estimate":[117],"prediction.":[120],"Extensive":[121],"experiments":[122],"on":[123],"two":[124],"publicly":[125],"dataset":[127],"reveal":[128],"our":[130],"proposed":[131],"method":[132],"outperforms":[134],"existing":[136],"state-of-the-art":[137,150],"methods.":[138],"Moreover,":[139],"is":[141],"substantially":[142],"more":[143],"efficient":[144],"having":[145],"40--200X":[146],"fewer":[147],"parameters":[148],"than":[149],"baseline":[151],"approaches":[152],"making":[153],"it":[154],"suitable":[155],"for":[156],"deployment":[157],"resource":[159],"constrained":[160],"wearable":[161],"devices.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-04-03T00:00:00"}