{"id":"https://openalex.org/W4366279575","doi":"https://doi.org/10.1080/24725579.2023.2202877","title":"A novel sparse linear mixed model for multi-source mixed-frequency data fusion in telemedicine","display_name":"A novel sparse linear mixed model for multi-source mixed-frequency data fusion in telemedicine","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4366279575","doi":"https://doi.org/10.1080/24725579.2023.2202877","pmid":"https://pubmed.ncbi.nlm.nih.gov/37635864","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10454975"},"language":"en","primary_location":{"id":"doi:10.1080/24725579.2023.2202877","doi":"https://doi.org/10.1080/24725579.2023.2202877","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1080/24725579.2023.2202877","pdf_url":null,"source":{"id":"https://openalex.org/S4210215097","display_name":"IISE Transactions on Healthcare Systems Engineering","issn_l":"2472-5579","issn":["2472-5579","2472-5587"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IISE Transactions on Healthcare Systems Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10454975/pdf/nihms-1897302.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018444468","display_name":"Wesam Alramadeen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wesam Alramadeen","raw_affiliation_strings":["Department of Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066523990","display_name":"Yu Cheng Ding","orcid":"https://orcid.org/0000-0001-6936-074X","observed_orcids":["https://orcid.org/0000-0001-6936-074X"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Ding","raw_affiliation_strings":["Department of Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005228887","display_name":"Carlos M. A. Costa","orcid":"https://orcid.org/0000-0002-2707-5331","observed_orcids":["https://orcid.org/0000-0002-2707-5331"]},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]},{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carlos Costa","raw_affiliation_strings":["IBM T. J. Watson Research Center, Yorktown Heights, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053304698","display_name":"Bing Si","orcid":"https://orcid.org/0000-0002-2352-7230","observed_orcids":["https://orcid.org/0000-0002-2352-7230"]},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Bing Si","raw_affiliation_strings":["Department of Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053304698"],"corresponding_institution_ids":["https://openalex.org/I123946342"],"apc_list":null,"apc_paid":null,"fwci":0.4528,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.57193162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":"3","first_page":"215","last_page":"225"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.01119999960064888,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10234","display_name":"Obstructive Sleep Apnea Research","score":0.0020000000949949026,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology (medical)"},"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/data-fusion","display_name":"data fusion","score":0.8420000076293945},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"remote patient monitoring","score":0.8899999856948853},{"id":"https://openalex.org/keywords/sleep-disorder","display_name":"sleep disorder","score":0.8389999866485596},{"id":"https://openalex.org/keywords/disease-severity-markers","display_name":"disease severity markers","score":0.9760000109672546},{"id":"https://openalex.org/keywords/wearable-devices","display_name":"wearable devices","score":0.8130000233650208},{"id":"https://openalex.org/keywords/home-sleep-testing","display_name":"home sleep testing","score":0.6069999933242798},{"id":"https://openalex.org/keywords/group-lasso","display_name":"group lasso","score":0.7570000290870667},{"id":"https://openalex.org/keywords/modified-cholesky-decomposition","display_name":"modified Cholesky decomposition","score":0.9160000085830688},{"id":"https://openalex.org/keywords/expectation-maximization-algorithm","display_name":"expectation-maximization algorithm","score":0.843999981880188},{"id":"https://openalex.org/keywords/group-variable-selection","display_name":"group variable selection","score":0.7480000257492065},{"id":"https://openalex.org/keywords/automatic-sleep-scoring","display_name":"automated sleep scoring","score":0.5550000071525574}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6756237745285034},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6287723183631897},{"id":"https://openalex.org/C153720581","wikidata":"https://www.wikidata.org/wiki/Q5532490","display_name":"Generalized linear mixed model","level":2,"score":0.504743218421936},{"id":"https://openalex.org/C34727166","wikidata":"https://www.wikidata.org/wiki/Q515375","display_name":"Cholesky decomposition","level":3,"score":0.48335927724838257},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.47722700238227844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.450953871011734},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4277370572090149},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.41861915588378906},{"id":"https://openalex.org/C182081679","wikidata":"https://www.wikidata.org/wiki/Q1275153","display_name":"Expectation\u2013maximization algorithm","level":3,"score":0.4145967662334442},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3846035599708557},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17767736315727234},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12600821256637573},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C49781872","wikidata":"https://www.wikidata.org/wiki/Q1045555","display_name":"Maximum likelihood","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/24725579.2023.2202877","doi":"https://doi.org/10.1080/24725579.2023.2202877","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1080/24725579.2023.2202877","pdf_url":null,"source":{"id":"https://openalex.org/S4210215097","display_name":"IISE Transactions on Healthcare Systems Engineering","issn_l":"2472-5579","issn":["2472-5579","2472-5587"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IISE Transactions on Healthcare Systems Engineering","raw_type":"journal-article"},{"id":"pmid:37635864","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37635864","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IISE transactions on healthcare systems engineering","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10454975","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10454975","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10454975/pdf/nihms-1897302.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"IISE Trans Healthc Syst Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:10454975","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10454975","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10454975/pdf/nihms-1897302.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"IISE Trans Healthc Syst Eng","raw_type":"Text"},"sustainable_development_goals":[{"score":0.9763000011444092,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G101872767","display_name":null,"funder_award_id":"U01HL64360","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G1143380228","display_name":null,"funder_award_id":"U01HL53941","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G1183342534","display_name":null,"funder_award_id":"U01HL63463","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G145926711","display_name":null,"funder_award_id":"U01HL53934","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G1466802490","display_name":null,"funder_award_id":"U01HL53941","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G1501427085","display_name":null,"funder_award_id":"U01-HL53938","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G1539514234","display_name":null,"funder_award_id":"U01HL63463","funder_id":"https://openalex.org/F4320309565","funder_display_name":"Boston University"},{"id":"https://openalex.org/G1616783892","display_name":null,"funder_award_id":"U01HL53941","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G1635395577","display_name":null,"funder_award_id":"U01HL53938","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G1658652321","display_name":null,"funder_award_id":"U01HL53931","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G1899027764","display_name":"Sleep Heart Health Study","funder_award_id":"U01HL053941","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2004107639","display_name":null,"funder_award_id":"U01HL53940","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G2221547554","display_name":null,"funder_award_id":"U01HL53931","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G2227647986","display_name":"CARDIOVASCULAR CONSEQUENCES OF SLEEP APNEA","funder_award_id":"U01HL053940","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2313324822","display_name":"The Sleep Heart Health Study (SHHS)","funder_award_id":"U01HL053938","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2864620425","display_name":null,"funder_award_id":"U01HL63463","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G2979886203","display_name":null,"funder_award_id":"U01HL53937","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G3028172619","display_name":null,"funder_award_id":"U01HL53940","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G3080157405","display_name":"The Sleep Heart Health Study","funder_award_id":"U01HL053937","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G3337000151","display_name":null,"funder_award_id":"U01HL53916","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G3405042059","display_name":null,"funder_award_id":"U01HL63463","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G3413581171","display_name":null,"funder_award_id":"U01HL539 31","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G3579933184","display_name":null,"funder_award_id":"U01HL53938","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G3704695577","display_name":"Sleep and Cardiometabolic Health in United States Hispanic/Latino Late Adolescents/Young Adults","funder_award_id":"R03HD108477","funder_id":"https://openalex.org/F4320337611","funder_display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development"},{"id":"https://openalex.org/G3737678073","display_name":"SLEEP HEART HEALTH STUDY","funder_award_id":"U01HL053931","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G4004599211","display_name":null,"funder_award_id":"U01HL53940","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G4236403604","display_name":null,"funder_award_id":"U01HL53916","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G4660834155","display_name":null,"funder_award_id":"U01HL53938","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G4690073988","display_name":"Data Coordinating Center for Sleep Heart Health","funder_award_id":"U01HL064360","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G4750466064","display_name":null,"funder_award_id":"U01HL53934","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G4831393589","display_name":null,"funder_award_id":"U01HL53941","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G4864974477","display_name":"Sleep Heart Health Study","funder_award_id":"U01HL053916","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G497331810","display_name":null,"funder_award_id":"U01HL53916","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G5012393887","display_name":null,"funder_award_id":"U01HL53916","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G517033781","display_name":null,"funder_award_id":"U01HL53931","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G528789731","display_name":null,"funder_award_id":"U01HL63463","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G5307255347","display_name":null,"funder_award_id":"U01HL64360","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G5360631534","display_name":"Towards Precise Phenotype Discovery of Obstructive Sleep Apnea with a Data-Inclusive Multi-Study Analysis Using the National Sleep Research Resource (NSRR)","funder_award_id":"R21HL161765","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G585887975","display_name":"Sleep Heart Health Study (SHHS)","funder_award_id":"U01HL053934","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G6077142251","display_name":null,"funder_award_id":"U01HL53934","funder_id":"https://openalex.org/F4320332564","funder_display_name":"University of California, Davis"},{"id":"https://openalex.org/G6661059585","display_name":null,"funder_award_id":"U01HL53937","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G6726033632","display_name":null,"funder_award_id":"U01HL53934","funder_id":"https://openalex.org/F4320310094","funder_display_name":"University of Washington"},{"id":"https://openalex.org/G67285121","display_name":null,"funder_award_id":"U01HL53931","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G673138302","display_name":null,"funder_award_id":"U01HL53938","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G6992774239","display_name":"The Sleep Heart Health Study","funder_award_id":"U01HL063463","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G7049934025","display_name":null,"funder_award_id":"U01HL53940","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G7425785020","display_name":null,"funder_award_id":"U01HL53938","funder_id":"https://openalex.org/F4320334445","funder_display_name":"Johns Hopkins University Press"},{"id":"https://openalex.org/G7477163181","display_name":null,"funder_award_id":"U01HL53941","funder_id":"https://openalex.org/F4320310281","funder_display_name":"Case Western Reserve University"},{"id":"https://openalex.org/G7517817407","display_name":null,"funder_award_id":"U01HL53940","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G7828690878","display_name":null,"funder_award_id":"U01HL53940","funder_id":"https://openalex.org/F4320310160","funder_display_name":"University of Arizona"},{"id":"https://openalex.org/G8282785547","display_name":null,"funder_award_id":"U01HL53934","funder_id":"https://openalex.org/F4320310145","funder_display_name":"Johns Hopkins University"},{"id":"https://openalex.org/G8296645940","display_name":null,"funder_award_id":"U01HL53934","funder_id":"https://openalex.org/F4320309290","funder_display_name":"New York University"},{"id":"https://openalex.org/G8506020310","display_name":null,"funder_award_id":"U01HL63463","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"},{"id":"https://openalex.org/G951269807","display_name":null,"funder_award_id":"U01HL53916","funder_id":"https://openalex.org/F4320309636","funder_display_name":"University of Minnesota"}],"funders":[{"id":"https://openalex.org/F4320309290","display_name":"New York University","ror":"https://ror.org/0190ak572"},{"id":"https://openalex.org/F4320309565","display_name":"Boston University","ror":"https://ror.org/05qwgg493"},{"id":"https://openalex.org/F4320309636","display_name":"University of Minnesota","ror":"https://ror.org/03grvy078"},{"id":"https://openalex.org/F4320309644","display_name":"State University of New York","ror":"https://ror.org/01q1z8k08"},{"id":"https://openalex.org/F4320310094","display_name":"University of Washington","ror":"https://ror.org/00cvxb145"},{"id":"https://openalex.org/F4320310145","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95"},{"id":"https://openalex.org/F4320310160","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45"},{"id":"https://openalex.org/F4320310281","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666"},{"id":"https://openalex.org/F4320319918","display_name":"York University","ror":"https://ror.org/05fq50484"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332564","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69"},{"id":"https://openalex.org/F4320334445","display_name":"Johns Hopkins University Press","ror":"https://ror.org/00s4mzv66"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4366279575.pdf","grobid_xml":"https://content.openalex.org/works/W4366279575.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W160785014","https://openalex.org/W210359992","https://openalex.org/W656838156","https://openalex.org/W1848122840","https://openalex.org/W1980092349","https://openalex.org/W1988752724","https://openalex.org/W1998092191","https://openalex.org/W2004943264","https://openalex.org/W2028511552","https://openalex.org/W2029027380","https://openalex.org/W2031473556","https://openalex.org/W2032190775","https://openalex.org/W2033685497","https://openalex.org/W2041429373","https://openalex.org/W2075651107","https://openalex.org/W2075982806","https://openalex.org/W2087678020","https://openalex.org/W2106398669","https://openalex.org/W2120539875","https://openalex.org/W2124438507","https://openalex.org/W2135046866","https://openalex.org/W2138019504","https://openalex.org/W2204932482","https://openalex.org/W2277308890","https://openalex.org/W2558556762","https://openalex.org/W2558723476","https://openalex.org/W2595897327","https://openalex.org/W2787894218","https://openalex.org/W2805075551","https://openalex.org/W2858243872","https://openalex.org/W2883784006","https://openalex.org/W2894120069","https://openalex.org/W2911355100","https://openalex.org/W2923821914","https://openalex.org/W2949570390","https://openalex.org/W2972816328","https://openalex.org/W2995957777","https://openalex.org/W3019376365","https://openalex.org/W3020872732","https://openalex.org/W3118577024","https://openalex.org/W3134020244","https://openalex.org/W3158747484","https://openalex.org/W3169761167","https://openalex.org/W3184253570","https://openalex.org/W3186028383","https://openalex.org/W3188872789","https://openalex.org/W3204595565","https://openalex.org/W3205903128","https://openalex.org/W3214047426","https://openalex.org/W4252687155","https://openalex.org/W4312967653","https://openalex.org/W4401149187"],"related_works":["https://openalex.org/W3047930492","https://openalex.org/W4412519736","https://openalex.org/W7160648054","https://openalex.org/W7128788351","https://openalex.org/W4417351650","https://openalex.org/W2053229838","https://openalex.org/W4410853242","https://openalex.org/W7220486567","https://openalex.org/W4390174473","https://openalex.org/W3011196999"],"abstract_inverted_index":{"Digital":[0],"health":[1,24,47,68],"and":[2,17,33,120,169,213,218],"telemonitoring":[3,212],"have":[4],"resulted":[5],"in":[6,53,117,141],"a":[7,57,82,115,146,221,241],"wealth":[8],"of":[9,30,59,122,133,166,191,215],"information":[10],"to":[11,14,38,100,110,161,207],"be":[12],"collected":[13],"monitor,":[15],"manage,":[16],"improve":[18],"human":[19],"health.":[20],"The":[21,202,236],"multi-source":[22,76,138],"mixed-frequency":[23,77,139],"data":[25,48,140,210],"overwhelm":[26],"the":[27,106,112,127,134,153,192,208,246],"modeling":[28],"capacity":[29],"existing":[31],"statistical":[32],"machine":[34],"learning":[35],"models,":[36],"due":[37],"many":[39],"challenging":[40],"properties.":[41],"Although":[42,95],"predictive":[43],"analytics":[44],"for":[45,130,188,211],"big":[46],"plays":[49],"an":[50,180],"important":[51],"role":[52],"telemonitoring,":[54],"there":[55],"is":[56,81,87,186],"lack":[58],"rigorous":[60],"prediction":[61,132,248],"model":[62,150,189,197],"that":[63,86,151,220,226],"can":[64],"automatically":[65],"predicts":[66],"patients'":[67],"conditions,":[69],"e.g.,":[70],"Disease":[71],"Severity":[72],"Indicators":[73],"(DSIs),":[74],"from":[75,136],"data.":[78],"Sleep":[79],"disorder":[80,217],"prevalent":[83],"cardiac":[84],"syndrome":[85],"characterized":[88],"by":[89],"abnormal":[90],"respiratory":[91],"patterns":[92],"during":[93],"sleep.":[94],"wearable":[96],"devices":[97],"are":[98,227],"available":[99],"administrate":[101],"sleep":[102,123,142,216,234],"studies":[103,232],"at":[104],"home,":[105],"manual":[107],"scoring":[108],"process":[109],"generate":[111],"DSI":[113,135],"remains":[114],"bottleneck":[116],"automated":[118],"monitoring":[119],"diagnosis":[121,214],"disorder.":[124,235],"To":[125],"address":[126],"multi-fold":[128],"challenges":[129],"precise":[131],"high-dimensional":[137],"disorder,":[143],"we":[144],"propose":[145],"sparse":[147,194],"linear":[148,195],"mixed":[149,196],"combines":[152],"modified":[154],"Cholesky":[155],"decomposition":[156],"with":[157,179,198,229,245],"group":[158,164,199],"lasso":[159],"penalties":[160],"enable":[162],"joint":[163],"selection":[165],"fixed":[167],"effects":[168],"random":[170],"effects.":[171],"A":[172],"novel":[173],"Expectation":[174],"Maximization":[175,183],"(EM)":[176],"algorithm":[177,185],"integrated":[178],"efficient":[181],"Majorization":[182],"(MM)":[184],"developed":[187],"estimation":[190],"proposed":[193,203,237],"variable":[200],"selection.":[201],"method":[204,238],"was":[205],"applied":[206],"SHHS":[209],"found":[219],"few":[222,242],"significant":[223],"feature":[224],"groups":[225],"consistent":[228],"prior":[230],"medical":[231],"on":[233],"also":[239],"outperformed":[240],"benchmark":[243],"methods":[244],"highest":[247],"accuracy.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2023-04-20T00:00:00"}
