{"id":"https://openalex.org/W4408898824","doi":"https://doi.org/10.1109/bci65088.2025.10931459","title":"Curriculum Learning with Sampling Scheduler for Imbalanced EEG-Based Seizure Detection","display_name":"Curriculum Learning with Sampling Scheduler for Imbalanced EEG-Based Seizure Detection","publication_year":2025,"publication_date":"2025-02-24","ids":{"openalex":"https://openalex.org/W4408898824","doi":"https://doi.org/10.1109/bci65088.2025.10931459"},"language":"en","primary_location":{"id":"doi:10.1109/bci65088.2025.10931459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bci65088.2025.10931459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 13th International Conference on Brain-Computer Interface (BCI)","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/A5084741729","display_name":"WooHyeok Choi","orcid":"https://orcid.org/0009-0002-1888-4281"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"WooHyeok Choi","raw_affiliation_strings":["Korea University,Dept. Artificial Intelligence,Seoul,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University,Dept. Artificial Intelligence,Seoul,South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100606264","display_name":"Jun-Mo Kim","orcid":"https://orcid.org/0000-0002-2238-3255"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jun-Mo Kim","raw_affiliation_strings":["Korea University,Dept. Artificial Intelligence,Seoul,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University,Dept. Artificial Intelligence,Seoul,South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044812605","display_name":"Hyeonyeong Nam","orcid":"https://orcid.org/0009-0002-9347-6149"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyeonyeong Nam","raw_affiliation_strings":["Korea University,Dept. Artificial Intelligence,Seoul,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University,Dept. Artificial Intelligence,Seoul,South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075267855","display_name":"Tae\u2010Eui Kam","orcid":"https://orcid.org/0000-0002-6677-7176"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Tae-Eui Kam","raw_affiliation_strings":["Korea University,Dept. Artificial Intelligence,Seoul,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University,Dept. Artificial Intelligence,Seoul,South Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1339,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85184114,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9857000112533569,"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":0.9857000112533569,"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/electroencephalography","display_name":"Electroencephalography","score":0.7534266114234924},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6823316812515259},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.5030657649040222},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.41943639516830444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39340323209762573},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3648031949996948},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32005774974823},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.28379398584365845},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1051209568977356},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.0927838385105133},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.07769736647605896}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7534266114234924},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6823316812515259},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.5030657649040222},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.41943639516830444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39340323209762573},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3648031949996948},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32005774974823},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28379398584365845},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1051209568977356},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0927838385105133},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.07769736647605896},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bci65088.2025.10931459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bci65088.2025.10931459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 13th International Conference on Brain-Computer Interface (BCI)","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":28,"referenced_works":["https://openalex.org/W1530357723","https://openalex.org/W1959220275","https://openalex.org/W1980553000","https://openalex.org/W1993220166","https://openalex.org/W2099169745","https://openalex.org/W2134244149","https://openalex.org/W2148143831","https://openalex.org/W2158822792","https://openalex.org/W2559463885","https://openalex.org/W2741907166","https://openalex.org/W2783339817","https://openalex.org/W3010512657","https://openalex.org/W3030870789","https://openalex.org/W3042375331","https://openalex.org/W3165430704","https://openalex.org/W3216317617","https://openalex.org/W4229441194","https://openalex.org/W4284706785","https://openalex.org/W4289544551","https://openalex.org/W4313537227","https://openalex.org/W4364302091","https://openalex.org/W4381927613","https://openalex.org/W4388962394","https://openalex.org/W4390022440","https://openalex.org/W4403936925","https://openalex.org/W4404835225","https://openalex.org/W6637618735","https://openalex.org/W6757817989"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055"],"abstract_inverted_index":{"Epileptic":[0],"seizures":[1],"pose":[2],"serious":[3],"health":[4],"risks":[5],"and":[6,22,37,51,81,101,129,146],"significantly":[7],"affect":[8],"the":[9,18,76,87,97,102,135,138,143],"quality":[10],"of":[11,20,105,137],"life":[12],"for":[13],"individuals":[14],"with":[15],"epilepsy,":[16],"emphasizing":[17],"importance":[19],"accurate":[21],"timely":[23],"detection.":[24,150],"Despite":[25],"advancements":[26],"in":[27,121],"electroencephalography":[28],"(EEG)":[29],"based":[30],"seizure":[31,36,80,149],"detection,":[32],"class":[33],"imbalance":[34,144],"between":[35,79],"non-seizure":[38,82],"classes":[39],"remains":[40],"a":[41,59],"major":[42],"challenge,":[43],"often":[44],"leading":[45],"to":[46,89,141],"biased":[47],"machine":[48],"learning":[49],"models":[50],"reduced":[52],"generalizability.":[53],"To":[54],"address":[55,142],"this,":[56],"we":[57],"propose":[58],"sampling":[60,77,139],"scheduler":[61,140],"approach":[62,114],"inspired":[63],"by":[64],"dynamic":[65],"curriculum":[66],"learning.":[67],"Unlike":[68],"conventional":[69,116],"resampling":[70],"techniques,":[71],"our":[72,113],"method":[73],"gradually":[74],"adjusts":[75],"ratio":[78],"samples":[83],"during":[84],"training,":[85],"enabling":[86],"model":[88],"effectively":[90],"learn":[91],"from":[92],"imbalanced":[93],"data.":[94],"Experiments":[95],"on":[96],"children's":[98],"hospital":[99],"boston":[100],"massachusetts":[103],"institute":[104],"technology":[106],"scalp":[107],"EEG":[108],"(CHB-MIT)":[109],"dataset":[110],"demonstrate":[111],"that":[112],"outperforms":[115],"methods,":[117],"achieving":[118],"superior":[119],"results":[120],"balanced":[122],"accuracy,":[123],"specificity,":[124],"area":[125],"under":[126],"th":[127],"curve,":[128],"geometirc":[130],"mean.":[131],"These":[132],"findings":[133],"highlight":[134],"potential":[136],"problem":[145],"enhance":[147],"EEG-based":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
