{"id":"https://openalex.org/W2899406286","doi":"https://doi.org/10.1109/embc.2018.8512254","title":"Probabilistic Data-Driven Method for Limb Movement Detection during Sleep","display_name":"Probabilistic Data-Driven Method for Limb Movement Detection during Sleep","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2899406286","doi":"https://doi.org/10.1109/embc.2018.8512254","mag":"2899406286","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440364"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8512254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5051601682","display_name":"Matteo Cesari","orcid":"https://orcid.org/0000-0001-6554-1033"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Matteo Cesari","raw_affiliation_strings":["Danmarks Tekniske Universitet, Lyngby, DK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Danmarks Tekniske Universitet, Lyngby, DK","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056556643","display_name":"Julie Anja Engelhard Christensen","orcid":"https://orcid.org/0000-0003-4225-3359"},"institutions":[{"id":"https://openalex.org/I2802086085","display_name":"Glostrup Hospital","ror":"https://ror.org/05p1frt18","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802086085","https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]},{"id":"https://openalex.org/I2802709434","display_name":"Rigshospitalet","ror":"https://ror.org/03mchdq19","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Julie A.E. Christensen","raw_affiliation_strings":["The Danish Center for Sleep Medicine, Rigshospitalet Glostrup, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Danish Center for Sleep Medicine, Rigshospitalet Glostrup, Denmark","institution_ids":["https://openalex.org/I2802086085","https://openalex.org/I2802709434"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049561335","display_name":"Poul Jennum","orcid":"https://orcid.org/0000-0001-6986-5254"},"institutions":[{"id":"https://openalex.org/I2802086085","display_name":"Glostrup Hospital","ror":"https://ror.org/05p1frt18","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802086085","https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]},{"id":"https://openalex.org/I2802709434","display_name":"Rigshospitalet","ror":"https://ror.org/03mchdq19","country_code":"DK","type":"healthcare","lineage":["https://openalex.org/I2802567020","https://openalex.org/I2802709434","https://openalex.org/I4210145385"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Poul Jennum","raw_affiliation_strings":["The Danish Center for Sleep Medicine, Rigshospitalet Glostrup, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Danish Center for Sleep Medicine, Rigshospitalet Glostrup, Denmark","institution_ids":["https://openalex.org/I2802086085","https://openalex.org/I2802709434"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057912258","display_name":"Helge B. D. S\u00f8rensen","orcid":"https://orcid.org/0000-0001-5716-7600"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Helge B.D. Sorensen","raw_affiliation_strings":["Danmarks Tekniske Universitet, Lyngby, DK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Danmarks Tekniske Universitet, Lyngby, DK","institution_ids":["https://openalex.org/I96673099"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.0841,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.86282173,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2018","issue":null,"first_page":"163","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9975000023841858,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9975000023841858,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9944999814033508,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6778346300125122},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.6716971397399902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6296193599700928},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.5680753588676453},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.465597003698349},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4425600469112396},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11909157037734985},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.08015316724777222}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6778346300125122},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.6716971397399902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6296193599700928},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.5680753588676453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.465597003698349},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4425600469112396},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11909157037734985},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.08015316724777222},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012890","descriptor_name":"Sleep","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012893","descriptor_name":"Sleep Wake Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012893","descriptor_name":"Sleep Wake Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012893","descriptor_name":"Sleep Wake Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012895","descriptor_name":"Sleep, REM","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1109/embc.2018.8512254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440364","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440364","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,"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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal Article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/af23f58e-cb7f-4ed7-b9b0-1904be8a1f35","is_oa":false,"landing_page_url":"https://curis.ku.dk/portal/da/publications/probabilistic-datadriven-method-for-limb-movement-detection-during-sleep(af23f58e-cb7f-4ed7-b9b0-1904be8a1f35).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"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":"contributionToPeriodical"},{"id":"pmh:oai:pure.atira.dk:publications/02f4472a-2aee-4d00-b08a-7d530df75c30","is_oa":false,"landing_page_url":"https://orbit.dtu.dk/en/publications/02f4472a-2aee-4d00-b08a-7d530df75c30","pdf_url":null,"source":{"id":"https://openalex.org/S4306400705","display_name":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I96673099","host_organization_name":"Technical University of Denmark","host_organization_lineage":["https://openalex.org/I96673099"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cesari , M , Christensen , J A E , Jennum , P &amp; S\u00f8rensen , H B D 2018 , Probabilistic Data-Driven Method for Limb Movement Detection during Sleep . in Proceedings of 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society . IEEE , pp. 163-166 , 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society , Honolulu , Hawaii , United States , 17/07/2018 . https://doi.org/10.1109/EMBC.2018.8512254","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:pure.atira.dk:publications/af23f58e-cb7f-4ed7-b9b0-1904be8a1f35","is_oa":false,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/af23f58e-cb7f-4ed7-b9b0-1904be8a1f35","pdf_url":null,"source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"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":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W7374702","https://openalex.org/W1986917591","https://openalex.org/W1989682464","https://openalex.org/W2005852164","https://openalex.org/W2025902114","https://openalex.org/W2044628302","https://openalex.org/W2046171800","https://openalex.org/W2062715730","https://openalex.org/W2077077963","https://openalex.org/W2115627867","https://openalex.org/W2123167643","https://openalex.org/W2268397085","https://openalex.org/W2411122938","https://openalex.org/W2884525847"],"related_works":["https://openalex.org/W2184114188","https://openalex.org/W2348328675","https://openalex.org/W2943623134","https://openalex.org/W2494523064","https://openalex.org/W4404323120","https://openalex.org/W4234486410","https://openalex.org/W2353407213","https://openalex.org/W2215759665","https://openalex.org/W2030292806","https://openalex.org/W3130582205"],"abstract_inverted_index":{"Periodic":[0],"limb":[1,12],"movement":[2,136],"disorder":[3,8],"(PLMD)":[4],"is":[5,39],"a":[6,46,146,152,199],"sleep":[7,55],"characterized":[9],"by":[10,215],"repetitive":[11],"movements":[13,129],"(LM)":[14],"during":[15,54,133,143],"night.":[16],"The":[17,104,177],"gold":[18],"standard":[19],"for":[20,51,93,186],"LM":[21,52],"detection":[22,53],"consists":[23],"of":[24,27,72,96,115,126,128,145,148,179],"visual":[25],"analysis":[26,38],"tibialis":[28],"left":[29],"(TIBL)":[30],"and":[31,41,48,59,66,83,107,189,196,203,226],"right":[32],"(TIBR)":[33],"electromyographic":[34],"(EMG)":[35],"signals.":[36,228],"Such":[37],"subjective":[40],"time-consuming.":[42],"We":[43],"here":[44],"propose":[45],"semi-supervised":[47],"data-driven":[49],"approach":[50],"that":[56,210],"was":[57,88,91,163],"trained":[58],"tested":[60],"on":[61,123],"27":[62],"healthy":[63,131],"controls":[64,132],"(C)":[65],"36":[67],"PLMD":[68,197,216],"patients.":[69],"After":[70],"preprocessing":[71],"the":[73,124,141,157,168,193,223],"EMG":[74,90,106,118,159,174,225],"signals,":[75],"discrete":[76],"wavelet":[77,82],"transform":[78],"(Daubechies":[79],"4":[80],"mother":[81],"down":[84],"to":[85,150,166,191],"4thdecomposition":[86],"level)":[87],"applied.":[89],"reconstructed":[92],"each":[94,187],"set":[95],"detail":[97],"coefficients,":[98],"thus":[99],"obtaining":[100],"four":[101],"signals":[102,109],"(DI-D4).":[103],"pre-processed":[105],"DI-D4":[108],"were":[110,120,184],"divided":[111],"in":[112,130,222],"3-s":[113,180],"mini-epochs":[114,170,181],"which":[116],"traditional":[117],"features":[119,142],"calculated.":[121],"Based":[122],"assumption":[125],"lack":[127],"rapid":[134],"eye":[135],"(REM)":[137],"sleep,":[138],"we":[139],"used":[140,165,190],"REM":[144],"subgroup":[147],"C":[149,195,211],"build":[151],"non-parametric":[153],"probabilistic":[154],"model":[155,162],"defining":[156],"resting":[158,173],"distribution.":[160],"This":[161],"then":[164],"classify":[167],"remaining":[169,194],"as":[171],"either":[172],"or":[175],"LM.":[176],"percentages":[178],"with":[182,198,217],"LMs":[183],"calculated":[185],"subject":[188],"distinguish":[192],"support":[200],"vector":[201],"machine":[202],"5-fold":[204],"cross":[205],"validation":[206],"scheme.":[207],"Results":[208],"showed":[209],"can":[212],"be":[213],"distinguished":[214],"accuracy":[218],"higher":[219],"than":[220],"82%":[221],"preprocessed":[224],"DI-D3":[227]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
