{"id":"https://openalex.org/W3082404580","doi":"https://doi.org/10.1109/embc44109.2020.9176136","title":"Personalized Sleep Spindle Detection in Whole Night Polysomnography","display_name":"Personalized Sleep Spindle Detection in Whole Night Polysomnography","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3082404580","doi":"https://doi.org/10.1109/embc44109.2020.9176136","mag":"3082404580","pmid":"https://pubmed.ncbi.nlm.nih.gov/33018165"},"language":"en","primary_location":{"id":"doi:10.1109/embc44109.2020.9176136","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9176136","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","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/A5061061764","display_name":"Stefano Scafa","orcid":null},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Scafa","raw_affiliation_strings":["Department of Electronics and Telecommunications, Politecnico di Torino, Torino, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Telecommunications, Politecnico di Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090904709","display_name":"Luigi Fiorillo","orcid":"https://orcid.org/0000-0001-7709-2933"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Luigi Fiorillo","raw_affiliation_strings":["Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018946685","display_name":"Marta Lucchini","orcid":null},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Marta Lucchini","raw_affiliation_strings":["Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047004146","display_name":"Corinne Roth","orcid":"https://orcid.org/0009-0004-3310-5332"},"institutions":[{"id":"https://openalex.org/I2801112126","display_name":"University Hospital of Bern","ror":"https://ror.org/01q9sj412","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2801112126"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Corinne Roth","raw_affiliation_strings":["Neurology Department, Bern University Hospital, Bern, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neurology Department, Bern University Hospital, Bern, Switzerland","institution_ids":["https://openalex.org/I2801112126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074775900","display_name":"Valentina Agostini","orcid":"https://orcid.org/0000-0001-5887-1499"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valentina Agostini","raw_affiliation_strings":["Department of Electronics and Telecommunications, Politecnico di Torino, Torino, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Telecommunications, Politecnico di Torino, Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055994388","display_name":"Alberto Vancheri","orcid":null},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alberto Vancheri","raw_affiliation_strings":["Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024784805","display_name":"Francesca Dalia Faraci","orcid":"https://orcid.org/0000-0002-8720-1256"},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Francesca D. Faraci","raw_affiliation_strings":["Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Information Systems and Networking, University of Applied Sciences and Arts of Southern Switzerland, Manno, Switzerland","institution_ids":["https://openalex.org/I15196421"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.09700225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"1","issue":null,"first_page":"1047","last_page":"1050"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10985","display_name":"Sleep and Wakefulness Research","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T10985","display_name":"Sleep and Wakefulness Research","score":0.9986000061035156,"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":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/polysomnography","display_name":"Polysomnography","score":0.9025260806083679},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.807163655757904},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6528974175453186},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.548783540725708},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.5446670651435852},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5394867062568665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.421414852142334},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.410387247800827},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34343332052230835},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10517457127571106},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08167296648025513},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.06780511140823364},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.06467568874359131},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.061276644468307495}],"concepts":[{"id":"https://openalex.org/C2778205975","wikidata":"https://www.wikidata.org/wiki/Q1754874","display_name":"Polysomnography","level":3,"score":0.9025260806083679},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.807163655757904},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6528974175453186},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.548783540725708},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.5446670651435852},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5394867062568665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.421414852142334},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.410387247800827},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34343332052230835},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10517457127571106},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08167296648025513},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.06780511140823364},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.06467568874359131},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.061276644468307495},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","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":true},{"descriptor_ui":"D012890","descriptor_name":"Sleep","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":true},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017286","descriptor_name":"Polysomnography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc44109.2020.9176136","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc44109.2020.9176136","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 42nd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:33018165","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33018165","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":null},{"id":"pmh:oai:boris.unibe.ch:147424","is_oa":false,"landing_page_url":"https://boris.unibe.ch/147424/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401086","display_name":"Bern Open Repository and Information System (University of Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118564535","host_organization_name":"University of Bern","host_organization_lineage":["https://openalex.org/I118564535"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scafa, Stefano; Fiorillo, Luigi; Lucchini, Marta; Roth, Corinne; Agostini, Valentina; Vancheri, Alberto; Faraci, Francesca D (2020). Personalized Sleep Spindle Detection in Whole Night Polysomnography. Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2020, pp. 1047-1050. IEEE 10.1109/EMBC44109.2020.9176136 &lt;http://dx.doi.org/10.1109/EMBC44109.2020.9176136&gt;","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1981639421","https://openalex.org/W1983946671","https://openalex.org/W1991934169","https://openalex.org/W2011826793","https://openalex.org/W2013065248","https://openalex.org/W2015076179","https://openalex.org/W2083355945","https://openalex.org/W2123024792","https://openalex.org/W2131987814","https://openalex.org/W2288264137","https://openalex.org/W2884525847","https://openalex.org/W2917266614","https://openalex.org/W2940832403"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W4390146185"],"abstract_inverted_index":{"The":[0,42],"present":[1],"study":[2],"proposes":[3],"a":[4,31,87,97,105,110,131],"new":[5],"personalized":[6],"sleep":[7,132],"spindle":[8,28,38,127],"detection":[9,128],"algorithm,":[10],"suggesting":[11],"the":[12,27,47,58,67,74,77,102,116,123,126],"importance":[13],"of":[14,23,57,107,112,125],"an":[15,20],"individualized":[16],"approach.":[17,118],"We":[18,70],"identify":[19],"optimal":[21],"set":[22],"features":[24],"that":[25,52,72],"characterize":[26],"and":[29,39,60,109],"exploit":[30],"support":[32],"vector":[33],"machine":[34],"to":[35,84,94,115],"distinguish":[36],"between":[37],"nonspindle":[40],"patterns.":[41],"algorithm":[43,103,129],"is":[44],"assessed":[45],"on":[46,61,73],"open":[48],"source":[49],"DREAMS":[50],"database,":[51],"contains":[53],"only":[54],"selected":[55],"part":[56],"polysomnography,":[59],"whole":[62,98],"night":[63,99],"polysomnography":[64,100],"recordings":[65],"from":[66,82,92],"SPASH":[68],"database.":[69],"show":[71],"former":[75],"database":[76],"personalization":[78,117],"can":[79],"boost":[80],"sensitivity,":[81],"84.2%":[83],"89.8%,":[85],"with":[86],"slight":[88],"increase":[89],"in":[90],"specificity,":[91],"97.6%":[93],"98.1%.":[95],"On":[96],"instead,":[101],"reaches":[104],"sensitivity":[106],"98.6%":[108],"specificity":[111],"98.1%,":[113],"thanks":[114],"Future":[119],"work":[120],"will":[121],"address":[122],"integration":[124],"within":[130],"scoring":[133],"automated":[134],"procedure.":[135]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
