{"id":"https://openalex.org/W4404238513","doi":"https://doi.org/10.1109/jbhi.2024.3496757","title":"Multiclass Classification Framework of Motor Imagery EEG by Riemannian Geometry Networks","display_name":"Multiclass Classification Framework of Motor Imagery EEG by Riemannian Geometry Networks","publication_year":2024,"publication_date":"2024-11-11","ids":{"openalex":"https://openalex.org/W4404238513","doi":"https://doi.org/10.1109/jbhi.2024.3496757","pmid":"https://pubmed.ncbi.nlm.nih.gov/39527418"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3496757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3496757","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-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":null,"display_name":"Yuxuan Shi","orcid":"https://orcid.org/0009-0007-1924-3095"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxuan Shi","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028119374","display_name":"Aimin Jiang","orcid":"https://orcid.org/0000-0002-9181-934X"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aimin Jiang","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028173507","display_name":"Ju Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ju Zhong","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059748830","display_name":"Min Li","orcid":"https://orcid.org/0000-0002-7649-3900"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Li","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082927370","display_name":"Yanping Zhu","orcid":"https://orcid.org/0000-0002-8107-0101"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanping Zhu","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I163340411"],"apc_list":null,"apc_paid":null,"fwci":2.0356,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.89004189,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"29","issue":"2","first_page":"935","last_page":"947"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/motor-imagery","display_name":"Motor imagery","score":0.5812991261482239},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5760557651519775},{"id":"https://openalex.org/keywords/riemannian-geometry","display_name":"Riemannian geometry","score":0.5669642090797424},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5478524565696716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5378749370574951},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43246757984161377},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3749080300331116},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.3398062288761139},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3381198048591614},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2532806992530823},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2257763147354126},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.16602233052253723},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14800459146499634},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10467460751533508}],"concepts":[{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.5812991261482239},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5760557651519775},{"id":"https://openalex.org/C181104567","wikidata":"https://www.wikidata.org/wiki/Q761383","display_name":"Riemannian geometry","level":2,"score":0.5669642090797424},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5478524565696716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5378749370574951},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43246757984161377},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3749080300331116},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.3398062288761139},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3381198048591614},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2532806992530823},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2257763147354126},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.16602233052253723},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14800459146499634},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10467460751533508}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":true},{"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":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","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":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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":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":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","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":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3496757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3496757","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:39527418","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39527418","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1968417898","https://openalex.org/W1974371581","https://openalex.org/W1983104971","https://openalex.org/W1986964250","https://openalex.org/W2008796857","https://openalex.org/W2035715639","https://openalex.org/W2064675550","https://openalex.org/W2077628004","https://openalex.org/W2096597330","https://openalex.org/W2099509424","https://openalex.org/W2100874881","https://openalex.org/W2101629643","https://openalex.org/W2118443009","https://openalex.org/W2131321253","https://openalex.org/W2132360759","https://openalex.org/W2142501675","https://openalex.org/W2161046211","https://openalex.org/W2163756472","https://openalex.org/W2194775991","https://openalex.org/W2201853642","https://openalex.org/W2295977970","https://openalex.org/W2464293894","https://openalex.org/W2517500902","https://openalex.org/W2534089517","https://openalex.org/W2559463885","https://openalex.org/W2732135516","https://openalex.org/W2741907166","https://openalex.org/W2746829572","https://openalex.org/W2773984317","https://openalex.org/W2796435388","https://openalex.org/W2802723950","https://openalex.org/W2896120927","https://openalex.org/W2954214015","https://openalex.org/W2978943609","https://openalex.org/W2986650563","https://openalex.org/W3000231660","https://openalex.org/W3011120676","https://openalex.org/W3027380106","https://openalex.org/W3088964528","https://openalex.org/W3112695512","https://openalex.org/W3164388099","https://openalex.org/W3172787012","https://openalex.org/W3207904486","https://openalex.org/W4211115131","https://openalex.org/W4221164106","https://openalex.org/W4281778917","https://openalex.org/W4295517390","https://openalex.org/W4319986890","https://openalex.org/W4320000551","https://openalex.org/W4385245566","https://openalex.org/W4388966641","https://openalex.org/W4390494251","https://openalex.org/W4391164065","https://openalex.org/W6631190155","https://openalex.org/W6726497184","https://openalex.org/W6963588625"],"related_works":["https://openalex.org/W1776109319","https://openalex.org/W1529148163","https://openalex.org/W4289891351","https://openalex.org/W2494377738","https://openalex.org/W4388322895","https://openalex.org/W1659659148","https://openalex.org/W2162708328","https://openalex.org/W1501513094","https://openalex.org/W2587202202","https://openalex.org/W2963999717"],"abstract_inverted_index":{"In":[0,88],"motor":[1],"imagery":[2],"(MI)":[3],"tasks":[4],"for":[5],"brain":[6],"computer":[7],"interfaces":[8],"(BCIs),":[9],"the":[10,73,76,134,138,152,165,170],"spatial":[11],"covariance":[12],"matrix":[13],"(SCM)":[14],"of":[15,75,160,169],"electroencephalogram":[16],"(EEG)":[17],"signals":[18],"plays":[19],"a":[20,93,114,121,126],"critical":[21],"role":[22],"in":[23],"accurate":[24],"classification.":[25],"Given":[26],"that":[27,98],"SCMs":[28,47],"are":[29,144],"symmetric":[30],"positive":[31],"definite":[32],"(SPD),":[33],"Riemannian":[34,70,77,100,115],"geometry":[35,101],"is":[36,48,130],"widely":[37],"utilized":[38],"to":[39,52,69,105,132,137],"extract":[40],"classification":[41,96,122,153],"features.":[42],"However,":[43],"calculating":[44],"distances":[45],"between":[46],"computationally":[49],"intensive":[50],"due":[51],"operations":[53],"like":[54],"eigenvalue":[55],"decomposition,":[56],"and":[57,81,102,120,167],"classical":[58],"optimization":[59],"techniques,":[60],"such":[61],"as":[62],"gradient":[63],"descent,":[64],"cannot":[65],"be":[66],"directly":[67],"applied":[68],"manifolds,":[71],"making":[72],"computation":[74],"mean":[78],"more":[79],"complex":[80],"reliant":[82],"on":[83,157],"iterative":[84],"methods":[85],"or":[86],"approximations.":[87],"this":[89],"paper,":[90],"we":[91],"propose":[92],"novel":[94],"multiclass":[95],"framework":[97,110],"integrates":[99],"neural":[103],"networks":[104],"mitigate":[106],"these":[107],"challenges.":[108],"The":[109],"comprises":[111],"two":[112],"modules:":[113],"module":[116],"with":[117,151],"multiple":[118],"branches":[119,143],"module.":[123,154],"During":[124],"training,":[125],"fusion":[127],"loss":[128,148],"function":[129],"introduced":[131],"update":[133],"branch":[135],"corresponding":[136],"true":[139],"label,":[140],"while":[141],"other":[142],"updated":[145],"using":[146],"different":[147],"functions":[149],"along":[150],"Comprehensive":[155],"experiments":[156],"four":[158],"sets":[159],"MI":[161],"EEG":[162],"data":[163],"demonstrate":[164],"efficiency":[166],"effectiveness":[168],"proposed":[171],"model.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
