{"id":"https://openalex.org/W4295511533","doi":"https://doi.org/10.1109/embc48229.2022.9871035","title":"Does Meta-Learning Improve EEG Motor Imagery Classification?","display_name":"Does Meta-Learning Improve EEG Motor Imagery Classification?","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295511533","doi":"https://doi.org/10.1109/embc48229.2022.9871035","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086333"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871035","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871035","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & 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/A5103059539","display_name":"Xiaoli Wu","orcid":"https://orcid.org/0000-0002-5651-1673"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xiaoli Wu","raw_affiliation_strings":["City University of Hong Kong,Department of Electrical Engineering,Hong Kong","Department of Electrical Engineering, City University of Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Hong Kong,Department of Electrical Engineering,Hong Kong","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010836514","display_name":"Rosa H. M. Chan","orcid":"https://orcid.org/0000-0003-4808-2490"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Rosa H. M. Chan","raw_affiliation_strings":["City University of Hong Kong,Department of Electrical Engineering,Hong Kong","Department of Electrical Engineering, City University of Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"City University of Hong Kong,Department of Electrical Engineering,Hong Kong","institution_ids":["https://openalex.org/I168719708"]},{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I168719708"],"apc_list":null,"apc_paid":null,"fwci":3.0193,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.92366548,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2022","issue":null,"first_page":"4048","last_page":"4051"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10094","display_name":"Epilepsy research and treatment","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.8423405885696411},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.8356325626373291},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.8343681693077087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7389800548553467},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6797440648078918},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6770347952842712},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6112290024757385},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5844043493270874},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5184297561645508},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44617727398872375},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4332717955112457},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3494265079498291},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12531238794326782},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09078451991081238},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.06529149413108826},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06526842713356018}],"concepts":[{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.8423405885696411},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8356325626373291},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.8343681693077087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7389800548553467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6797440648078918},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6770347952842712},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6112290024757385},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5844043493270874},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5184297561645508},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44617727398872375},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4332717955112457},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3494265079498291},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12531238794326782},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09078451991081238},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.06529149413108826},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06526842713356018},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019018","descriptor_name":"Imagery, Psychotherapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019018","descriptor_name":"Imagery, Psychotherapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019018","descriptor_name":"Imagery, Psychotherapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9871035","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871035","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086333","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086333","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6809536128","display_name":null,"funder_award_id":"2018B030340001","funder_id":"https://openalex.org/F4320336405","funder_display_name":"Special Project for Research and Development in Key areas of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320336405","display_name":"Special Project for Research and Development in Key areas of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1971140534","https://openalex.org/W2119163516","https://openalex.org/W2151669316","https://openalex.org/W2169918686","https://openalex.org/W2559463885","https://openalex.org/W2604763608","https://openalex.org/W2611482981","https://openalex.org/W2741907166","https://openalex.org/W2746829572","https://openalex.org/W2753160622","https://openalex.org/W2794345050","https://openalex.org/W2804957865","https://openalex.org/W2925836809","https://openalex.org/W3017642177","https://openalex.org/W3045153201","https://openalex.org/W3083693766","https://openalex.org/W3092342532","https://openalex.org/W3102455230","https://openalex.org/W3104324110","https://openalex.org/W3124617164","https://openalex.org/W3154934604","https://openalex.org/W3163842339","https://openalex.org/W3204693088","https://openalex.org/W4294646197","https://openalex.org/W6736057607","https://openalex.org/W6750254146","https://openalex.org/W6776331362","https://openalex.org/W6794054997"],"related_works":["https://openalex.org/W1977940006","https://openalex.org/W2887556756","https://openalex.org/W2947925238","https://openalex.org/W195417223","https://openalex.org/W1513407214","https://openalex.org/W1984377984","https://openalex.org/W1961545574","https://openalex.org/W2510077457","https://openalex.org/W3045772920","https://openalex.org/W2047816336"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"has":[2],"been":[3],"applied":[4],"to":[5],"enhance":[6],"the":[7,15,27,47,79],"performance":[8,29,56],"of":[9,106],"EEG-based":[10],"brain-computer":[11],"interface":[12],"applications.":[13],"However,":[14],"cross-subject":[16],"variations":[17],"in":[18,40,51,91,110],"EEG":[19,80],"signals":[20],"cause":[21],"domain":[22,38,48],"shifts":[23],"and":[24,30,57,84],"negatively":[25],"affect":[26],"model":[28],"generalization.":[31],"Meta-learning":[32],"algorithms":[33],"have":[34],"shown":[35],"fast":[36],"new":[37],"adaption":[39],"various":[41],"fields,":[42],"which":[43],"may":[44],"help":[45],"solve":[46],"shift":[49],"problems":[50],"EEG.":[52],"Reptile,":[53],"with":[54,71,87],"satisfactory":[55],"low":[58],"computational":[59],"costs,":[60],"stands":[61],"out":[62],"from":[63],"other":[64,88],"existing":[65],"meta-learning":[66],"algorithms.":[67],"We":[68],"integrated":[69],"Reptile":[70],"a":[72],"deep":[73,107],"neural":[74,108],"network":[75],"as":[76],"Reptile-EEG":[77,86],"for":[78],"motor":[81,93,111],"imagery":[82,94,112],"tasks,":[83],"compared":[85],"state-of-the-art":[89],"models":[90],"three":[92],"BCI":[95,113],"benchmark":[96],"datasets.":[97],"Results":[98],"show":[99],"that":[100],"Reptile-EEGdoes":[101],"not":[102],"outperform":[103],"simple":[104],"training":[105],"networks":[109],"tasks.":[114]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}