{"id":"https://openalex.org/W4406612163","doi":"https://doi.org/10.1109/smc54092.2024.10831339","title":"Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification","display_name":"Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4406612163","doi":"https://doi.org/10.1109/smc54092.2024.10831339"},"language":"en","primary_location":{"id":"doi:10.1109/smc54092.2024.10831339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831339","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 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/A5017417400","display_name":"Ruimin Peng","orcid":"https://orcid.org/0000-0002-4869-1328"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruimin Peng","raw_affiliation_strings":["School of Artificial Intelligence and Automation, Huazhong University of Science and Technology,Key Laboratory of the Ministry of Education for Image Processing and Intelligent Control,Wuhan,China,430074"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Automation, Huazhong University of Science and Technology,Key Laboratory of the Ministry of Education for Image Processing and Intelligent Control,Wuhan,China,430074","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066376279","display_name":"Jiayu An","orcid":"https://orcid.org/0009-0005-1458-3248"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayu An","raw_affiliation_strings":["School of Artificial Intelligence and Automation, Huazhong University of Science and Technology,Key Laboratory of the Ministry of Education for Image Processing and Intelligent Control,Wuhan,China,430074"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Automation, Huazhong University of Science and Technology,Key Laboratory of the Ministry of Education for Image Processing and Intelligent Control,Wuhan,China,430074","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008740867","display_name":"Dongrui Wu","orcid":"https://orcid.org/0000-0002-7153-9703"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongrui Wu","raw_affiliation_strings":["School of Artificial Intelligence and Automation, Huazhong University of Science and Technology,Key Laboratory of the Ministry of Education for Image Processing and Intelligent Control,Wuhan,China,430074"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Automation, Huazhong University of Science and Technology,Key Laboratory of the Ministry of Education for Image Processing and Intelligent Control,Wuhan,China,430074","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017417400"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.2631,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.6123628,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"2888","last_page":"2893"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9782999753952026,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9782999753952026,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9427000284194946,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.7907639145851135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6978641748428345},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.5439730286598206},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5401190519332886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5286864638328552},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5137777924537659},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5094667077064514},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.417620986700058},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3370189964771271},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.26228106021881104},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16315212845802307},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08268499374389648}],"concepts":[{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.7907639145851135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6978641748428345},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.5439730286598206},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5401190519332886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5286864638328552},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5137777924537659},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5094667077064514},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.417620986700058},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3370189964771271},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.26228106021881104},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16315212845802307},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08268499374389648},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc54092.2024.10831339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc54092.2024.10831339","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2103647733","https://openalex.org/W2134050473","https://openalex.org/W2143776609","https://openalex.org/W2153635508","https://openalex.org/W2158585918","https://openalex.org/W2160867523","https://openalex.org/W2559463885","https://openalex.org/W2594644573","https://openalex.org/W2620998106","https://openalex.org/W2963290013","https://openalex.org/W2994921215","https://openalex.org/W3006560451","https://openalex.org/W3030870789","https://openalex.org/W3112945778","https://openalex.org/W3165430704","https://openalex.org/W4256202811","https://openalex.org/W4294690816","https://openalex.org/W4372263898","https://openalex.org/W4376121133","https://openalex.org/W4379931299","https://openalex.org/W4391331247","https://openalex.org/W4392251648","https://openalex.org/W4394755634"],"related_works":["https://openalex.org/W2132659060","https://openalex.org/W4394775207","https://openalex.org/W2031992971","https://openalex.org/W4389474468","https://openalex.org/W3214791684","https://openalex.org/W4300172004","https://openalex.org/W2152662039","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W2997645659"],"abstract_inverted_index":{"Electroencephalogram":[0],"(EEG)-based":[1],"seizure":[2,37,49,90,158],"sub-type":[3],"classification":[4],"enhances":[5],"clinical":[6],"diagnosis":[7],"efficiency.":[8],"Source-free":[9],"semi-supervised":[10],"domain":[11,75,153],"adaptation":[12,154],"(SF-SSDA),":[13],"which":[14,130],"transfers":[15],"a":[16,20,81,106,112,120,132],"pre-trained":[17],"model":[18,95,110],"to":[19,54,69,101,119],"new":[21,121],"dataset":[22],"with":[23],"no":[24],"source":[25,72,94],"data":[26,60],"and":[27,61,73,111,142,151],"limited":[28],"labeled":[29],"target":[30,74,122],"data,":[31],"can":[32],"be":[33],"used":[34],"for":[35,47,77,88],"privacy-preserving":[36],"subtype":[38,50,91,159],"classification.":[39,92,160],"This":[40],"paper":[41],"considers":[42],"two":[43],"challenges":[44],"in":[45,64,156],"SF-SSDA":[46,85,125],"EEG-based":[48,89],"classification:":[51],"1)":[52],"How":[53,68],"effectively":[55],"fuse":[56],"both":[57],"raw":[58],"EEG":[59],"expert":[62],"knowledge":[63],"classifier":[65],"design?":[66],"2)":[67],"align":[70],"the":[71,139],"distributions":[76],"SF-SSDA?":[78],"We":[79],"propose":[80],"Knowledge-Data":[82],"Fusion":[83],"based":[84],"approach,":[86],"KDF-MutuaISHOT,":[87],"In":[93],"training,":[96],"KDF":[97,118],"uses":[98],"Jensen-Shannon":[99],"Diver-gence":[100],"facilitate":[102],"mutual":[103],"learning":[104],"between":[105],"feature-driven":[107],"Decision":[108],"Tree-based":[109],"data-driven":[113],"Transformer-based":[114],"model.":[115],"To":[116],"adapt":[117],"dataset,":[123],"an":[124],"algorithm,":[126],"MutualSHOT,":[127],"is":[128],"developed,":[129],"features":[131],"consistency-based":[133],"pseudo-label":[134],"selection":[135],"strategy.":[136],"Experiments":[137],"on":[138],"public":[140],"TUSZ":[141],"CHSZ":[143],"datasets":[144],"demonstrated":[145],"that":[146],"KDF-MutualSHOT":[147],"outperformed":[148],"other":[149],"supervised":[150],"source-free":[152],"approaches":[155],"cross-subject":[157]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
