{"id":"https://openalex.org/W4206583862","doi":"https://doi.org/10.1109/comsnets53615.2022.9668347","title":"Detecting and Predicting Sleep Activity using Biometric Sensor Data","display_name":"Detecting and Predicting Sleep Activity using Biometric Sensor Data","publication_year":2022,"publication_date":"2022-01-04","ids":{"openalex":"https://openalex.org/W4206583862","doi":"https://doi.org/10.1109/comsnets53615.2022.9668347"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets53615.2022.9668347","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets53615.2022.9668347","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 14th International Conference on COMmunication Systems &amp; NETworkS (COMSNETS)","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/A5071939750","display_name":"Maxwell Kleinsasser","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Maxwell Kleinsasser","raw_affiliation_strings":["University of Wisconsin,Department of Computer Science,Madison,USA","Department of Computer Science, University of Wisconsin, Madison, USA"],"affiliations":[{"raw_affiliation_string":"University of Wisconsin,Department of Computer Science,Madison,USA","institution_ids":["https://openalex.org/I135310074"]},{"raw_affiliation_string":"Department of Computer Science, University of Wisconsin, Madison, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088734401","display_name":"Bronson Tharpe","orcid":null},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bronson Tharpe","raw_affiliation_strings":["Georgia State University,Department of Computer Science,Atlanta,USA","Department of Computer Science, Georgia State University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University,Department of Computer Science,Atlanta,USA","institution_ids":["https://openalex.org/I181565077"]},{"raw_affiliation_string":"Department of Computer Science, Georgia State University, Atlanta, USA","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018157809","display_name":"Neelam Akula","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neelam Akula","raw_affiliation_strings":["University of Maryland,Department of Computer Science,College Park,USA","Department of Computer Science, University of Maryland, College Park, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland,Department of Computer Science,College Park,USA","institution_ids":["https://openalex.org/I66946132"]},{"raw_affiliation_string":"Department of Computer Science, University of Maryland, College Park, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011937745","display_name":"Harshitha Tirumani","orcid":null},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Harshitha Tirumani","raw_affiliation_strings":["Georgia State University,Department of Computer Science,Atlanta,USA","Department of Computer Science, Georgia State University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University,Department of Computer Science,Atlanta,USA","institution_ids":["https://openalex.org/I181565077"]},{"raw_affiliation_string":"Department of Computer Science, Georgia State University, Atlanta, USA","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079063339","display_name":"Rajshekhar Sunderraman","orcid":"https://orcid.org/0000-0001-6822-6629"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rajshekhar Sunderraman","raw_affiliation_strings":["Georgia State University,Department of Computer Science,Atlanta,USA","Department of Computer Science, Georgia State University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University,Department of Computer Science,Atlanta,USA","institution_ids":["https://openalex.org/I181565077"]},{"raw_affiliation_string":"Department of Computer Science, Georgia State University, Atlanta, USA","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053282089","display_name":"Anu G. Bourgeois","orcid":"https://orcid.org/0000-0002-4705-4888"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anu G. Bourgeois","raw_affiliation_strings":["Georgia State University,Department of Computer Science,Atlanta,USA","Department of Computer Science, Georgia State University, Atlanta, USA"],"affiliations":[{"raw_affiliation_string":"Georgia State University,Department of Computer Science,Atlanta,USA","institution_ids":["https://openalex.org/I181565077"]},{"raw_affiliation_string":"Department of Computer Science, Georgia State University, Atlanta, USA","institution_ids":["https://openalex.org/I181565077"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5071939750"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":0.3203,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.47863578,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"19","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9912999868392944,"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":0.9912999868392944,"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/T10985","display_name":"Sleep and Wakefulness Research","score":0.9901999831199646,"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/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/biometrics","display_name":"Biometrics","score":0.754310667514801},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.700808048248291},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6235156655311584},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.6117559671401978},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6074298620223999},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5595661997795105},{"id":"https://openalex.org/keywords/concordance","display_name":"Concordance","score":0.4376911222934723},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4229416847229004},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1309804916381836},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11473003029823303}],"concepts":[{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.754310667514801},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.700808048248291},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6235156655311584},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.6117559671401978},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6074298620223999},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5595661997795105},{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.4376911222934723},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4229416847229004},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1309804916381836},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11473003029823303},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comsnets53615.2022.9668347","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets53615.2022.9668347","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 14th International Conference on COMmunication Systems &amp; NETworkS (COMSNETS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6969712582","display_name":null,"funder_award_id":"1950778","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W154426793","https://openalex.org/W1605273334","https://openalex.org/W1988368504","https://openalex.org/W2021203820","https://openalex.org/W2021552770","https://openalex.org/W2294409892","https://openalex.org/W2341017146","https://openalex.org/W2586515809","https://openalex.org/W2767728570","https://openalex.org/W2782079669","https://openalex.org/W2800426337","https://openalex.org/W2888256665","https://openalex.org/W2947888826","https://openalex.org/W6636372144"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W4312415459","https://openalex.org/W2528680939"],"abstract_inverted_index":{"Wearable":[0],"devices":[1,52],"such":[2,33,71,169],"as":[3,72,170],"fitness":[4],"trackers":[5],"and":[6,47,53,74,77,99,164,172],"smart":[7],"watches":[8],"hold":[9],"tremendous":[10],"medical":[11,34],"importance":[12],"in":[13,30,150,181],"the":[14,25,111,141,162,176],"modern":[15],"world.":[16],"Previous":[17],"research":[18,158],"has":[19,24],"demonstrated":[20,180],"that":[21,147],"machine":[22],"learning":[23],"potential":[26],"to":[27,39,81,159],"save":[28],"lives":[29],"concordance":[31],"with":[32],"technology.":[35],"We":[36,154],"set":[37],"out":[38],"harness":[40],"predictive":[41,145],"measurements":[42],"from":[43,68],"Fitbit":[44],"Charge":[45],"4":[46],"Samsung":[48],"Galaxy":[49],"Watch":[50],"Active":[51],"utilize":[54],"them":[55],"for":[56,96,121,129,143,156],"sleep":[57,97,122],"prediction.":[58],"Using":[59],"a":[60,83,106,126,131],"crowd-sourced":[61],"Zenodo":[62],"database,":[63],"we":[64,124],"extract":[65],"novel":[66],"features":[67],"simple":[69],"biometrics":[70],"heart-rate":[73],"step":[75],"count":[76],"use":[78],"these":[79],"data":[80],"train":[82],"custom":[84],"Gradient":[85],"Boosting":[86],"Classifier":[87],"model.":[88],"This":[89],"model":[90,117],"demonstrates":[91],"greater":[92],"than":[93],"95%":[94],"accuracy":[95,102],"detection":[98],"over":[100],"92%":[101],"at":[103],"predicting":[104],"whether":[105],"user":[107],"will":[108],"asleep":[109],"within":[110],"next":[112],"30":[113],"minutes.":[114],"Although":[115],"our":[116,138],"was":[118],"finely":[119],"tuned":[120],"prediction,":[123],"offer":[125],"robust":[127],"framework":[128],"anticipating":[130],"range":[132],"of":[133,166,178],"other":[134],"biological":[135],"events.":[136],"Thus,":[137],"solution":[139],"provides":[140],"scaffolding":[142],"future":[144,157],"technologies":[146],"can":[148],"result":[149],"significant":[151],"human":[152],"benefit.":[153],"hope":[155],"focus":[160],"on":[161],"prediction":[163],"prevention":[165],"harmful":[167],"events,":[168],"seizures":[171],"heart":[173],"attacks,":[174],"per":[175],"proof":[177],"concept":[179],"this":[182],"paper.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
