{"id":"https://openalex.org/W4391331307","doi":"https://doi.org/10.1109/smc53992.2023.10394011","title":"A Knowledge Distillation Framework for Enhancing Ear-EEG Based Sleep Staging with Scalp-EEG Data","display_name":"A Knowledge Distillation Framework for Enhancing Ear-EEG Based Sleep Staging with Scalp-EEG Data","publication_year":2023,"publication_date":"2023-10-01","ids":{"openalex":"https://openalex.org/W4391331307","doi":"https://doi.org/10.1109/smc53992.2023.10394011"},"language":"en","primary_location":{"id":"doi:10.1109/smc53992.2023.10394011","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53992.2023.10394011","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5020408070","display_name":"Mithunjha Anandakumar","orcid":"https://orcid.org/0000-0001-6392-6044"},"institutions":[{"id":"https://openalex.org/I195740183","display_name":"University of Moratuwa","ror":"https://ror.org/0491f5305","country_code":"LK","type":"education","lineage":["https://openalex.org/I195740183"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["LK","US"],"is_corresponding":true,"raw_author_name":"Mithunjha Anandakumar","raw_affiliation_strings":["University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka","Faculty of Arts and Sciences, Harvard University, USA"],"affiliations":[{"raw_affiliation_string":"University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","institution_ids":["https://openalex.org/I195740183"]},{"raw_affiliation_string":"Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka","institution_ids":["https://openalex.org/I195740183"]},{"raw_affiliation_string":"Faculty of Arts and Sciences, Harvard University, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047764869","display_name":"Jathurshan Pradeepkumar","orcid":"https://orcid.org/0000-0001-6207-779X"},"institutions":[{"id":"https://openalex.org/I195740183","display_name":"University of Moratuwa","ror":"https://ror.org/0491f5305","country_code":"LK","type":"education","lineage":["https://openalex.org/I195740183"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["LK","US"],"is_corresponding":false,"raw_author_name":"Jathurshan Pradeepkumar","raw_affiliation_strings":["University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","Faculty of Arts and Sciences, Harvard University, USA","Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","institution_ids":["https://openalex.org/I195740183"]},{"raw_affiliation_string":"Faculty of Arts and Sciences, Harvard University, USA","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka","institution_ids":["https://openalex.org/I195740183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011811914","display_name":"Simon L. Kappel","orcid":"https://orcid.org/0000-0003-0583-2255"},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Simon L. Kappel","raw_affiliation_strings":["Aarhus University,Dept. of Electrical and Computer Engineering,Denmark","Dept. of Electrical and Computer Engineering, Aarhus University, Denmark"],"affiliations":[{"raw_affiliation_string":"Aarhus University,Dept. of Electrical and Computer Engineering,Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Aarhus University, Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002715266","display_name":"Chamira U. S. Edussooriya","orcid":"https://orcid.org/0000-0001-6715-6198"},"institutions":[{"id":"https://openalex.org/I195740183","display_name":"University of Moratuwa","ror":"https://ror.org/0491f5305","country_code":"LK","type":"education","lineage":["https://openalex.org/I195740183"]},{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["LK","US"],"is_corresponding":false,"raw_author_name":"Chamira U.S. Edussooriya","raw_affiliation_strings":["University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","Dept. of Electrical and Computer Engineering, Florida International University, USA","Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","institution_ids":["https://openalex.org/I195740183"]},{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Florida International University, USA","institution_ids":["https://openalex.org/I19700959"]},{"raw_affiliation_string":"Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka","institution_ids":["https://openalex.org/I195740183"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056278580","display_name":"Anjula De Silva","orcid":"https://orcid.org/0000-0001-8685-2076"},"institutions":[{"id":"https://openalex.org/I195740183","display_name":"University of Moratuwa","ror":"https://ror.org/0491f5305","country_code":"LK","type":"education","lineage":["https://openalex.org/I195740183"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Anjula C. de Silva","raw_affiliation_strings":["University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Moratuwa,Dept. of Electronic and Telecommunication Engineering,Sri Lanka","institution_ids":["https://openalex.org/I195740183"]},{"raw_affiliation_string":"Dept. of Electronic and Telecommunication Engineering, University of Moratuwa, Sri Lanka","institution_ids":["https://openalex.org/I195740183"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5020408070"],"corresponding_institution_ids":["https://openalex.org/I136199984","https://openalex.org/I195740183"],"apc_list":null,"apc_paid":null,"fwci":0.9052,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.74114019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"514","last_page":"519"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9997000098228455,"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/T10860","display_name":"Speech and Audio Processing","score":0.9951000213623047,"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"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/electroencephalography","display_name":"Electroencephalography","score":0.8375563621520996},{"id":"https://openalex.org/keywords/scalp","display_name":"Scalp","score":0.6798227429389954},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6602115631103516},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.47726863622665405},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.4530597925186157},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4375568628311157},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21618390083312988},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16214695572853088},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.14137226343154907},{"id":"https://openalex.org/keywords/dermatology","display_name":"Dermatology","score":0.058502256870269775}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8375563621520996},{"id":"https://openalex.org/C2778515351","wikidata":"https://www.wikidata.org/wiki/Q9622","display_name":"Scalp","level":2,"score":0.6798227429389954},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6602115631103516},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.47726863622665405},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.4530597925186157},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4375568628311157},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21618390083312988},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16214695572853088},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.14137226343154907},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.058502256870269775},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smc53992.2023.10394011","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53992.2023.10394011","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/a2dcdaae-bac6-4b8b-afe5-93f9769e6a86","is_oa":false,"landing_page_url":"https://pure.au.dk/portal/en/publications/a2dcdaae-bac6-4b8b-afe5-93f9769e6a86","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Anandakumar, M, Pradeepkumar, J, Kappel, S L, Edussooriya, C U S & De Silva, A C 2023, A Knowledge Distillation Framework for Enhancing Ear-EEG Based Sleep Staging with Scalp-EEG Data. in 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC). IEEE, Honolulu, Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, pp. 514-519, 2023 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2023, Hybrid, Honolulu, United States, 01/10/2023. https://doi.org/10.1109/SMC53992.2023.10394011","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1821462560","https://openalex.org/W1978962433","https://openalex.org/W2571756552","https://openalex.org/W2727491839","https://openalex.org/W2729876102","https://openalex.org/W2756191246","https://openalex.org/W2799439111","https://openalex.org/W2901121365","https://openalex.org/W2941894772","https://openalex.org/W2955564905","https://openalex.org/W2963542656","https://openalex.org/W2964959984","https://openalex.org/W2967746455","https://openalex.org/W2984929129","https://openalex.org/W3026720205","https://openalex.org/W3034368386","https://openalex.org/W3040939498","https://openalex.org/W3103611112","https://openalex.org/W3138154797","https://openalex.org/W3156463266","https://openalex.org/W3165396901","https://openalex.org/W4200635581","https://openalex.org/W4281710448","https://openalex.org/W4292122466"],"related_works":["https://openalex.org/W2126108552","https://openalex.org/W2008167394","https://openalex.org/W36837324","https://openalex.org/W2588429911","https://openalex.org/W2071974719","https://openalex.org/W1545311956","https://openalex.org/W3037660442","https://openalex.org/W4403270130","https://openalex.org/W1971410108","https://openalex.org/W2023557687"],"abstract_inverted_index":{"Sleep":[0],"plays":[1],"a":[2,86,100,156,171,180],"crucial":[3],"role":[4],"in":[5],"the":[6,27,52,73,109,118,122,129,132,141,144],"well-being":[7],"of":[8,54,121,131,143,158,183],"human":[9],"lives.":[10],"Traditional":[11],"sleep":[12,23,42,55,67,82,147],"studies":[13],"using":[14],"Polysomnography":[15],"are":[16],"associated":[17],"with":[18,135],"discomfort":[19],"and":[20,44,78,111,126,151,175],"often":[21],"lower":[22],"quality":[24],"caused":[25],"by":[26,149,155],"acquisition":[28],"setup.":[29],"Previous":[30],"works":[31],"have":[32],"focused":[33],"on":[34,58],"developing":[35],"less":[36],"obtrusive":[37],"methods":[38],"to":[39,63,71,116,170,179],"conduct":[40],"high-quality":[41],"studies,":[43],"ear-":[45,79],"EEG":[46,65,80],"is":[47,60,99,167],"among":[48],"popular":[49],"alternatives.":[50],"However,":[51],"performance":[53,74],"staging":[56,148],"based":[57,66,81,146],"ear-EEG":[59,145],"still":[61],"inferior":[62],"scalp-":[64],"staging.":[68],"In":[69],"order":[70],"address":[72],"gap":[75],"between":[76],"scalp-EEG":[77],"staging,":[83],"we":[84],"propose":[85],"cross-modal":[87],"knowledge":[88],"distillation":[89],"strategy":[90],"<sup":[91,94],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[92,95],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>":[93],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">\u2020</sup>":[96],"https://github.com/Mithunjha/EarEEG_KnowledgeDistillation,":[97],"which":[98],"domain":[101],"adaptation":[102],"approach.":[103],"We":[104],"employ":[105],"model":[106,173],"architectures":[107],"from":[108],"transformer":[110],"convolutional":[112],"neural":[113],"network":[114],"families":[115],"demonstrate":[117],"model-agnostic":[119],"nature":[120],"method.":[123],"Our":[124],"experiments":[125],"analysis":[127],"validate":[128],"effectiveness":[130],"proposed":[133],"approach":[134,166],"existing":[136],"architectures,":[137],"where":[138],"it":[139],"enhances":[140],"accuracy":[142],"3.46%":[150],"Cohen's":[152],"kappa":[153],"coefficient":[154],"margin":[157],"0.038.":[159],"Furthermore,":[160],"our":[161,165],"findings":[162],"indicate":[163],"that":[164],"not":[168],"limited":[169],"specific":[172],"architecture":[174],"can":[176],"be":[177],"applied":[178],"wide":[181],"range":[182],"deep":[184],"learning":[185],"models.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
