{"id":"https://openalex.org/W4406321847","doi":"https://doi.org/10.1109/tcds.2025.3529669","title":"TRANSIT-EEG\u2014A Framework for Cross-Subject Classification With Subject Specific Adaptation","display_name":"TRANSIT-EEG\u2014A Framework for Cross-Subject Classification With Subject Specific Adaptation","publication_year":2025,"publication_date":"2025-01-13","ids":{"openalex":"https://openalex.org/W4406321847","doi":"https://doi.org/10.1109/tcds.2025.3529669"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2025.3529669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2025.3529669","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"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 Transactions on Cognitive and Developmental Systems","raw_type":"journal-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":null,"display_name":"Chirag Ahuja","orcid":"https://orcid.org/0000-0002-3683-0845"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Chirag Ahuja","raw_affiliation_strings":["Department of Computer Science and Engineering, Delhi Technology University, Delhi, India"],"raw_orcid":"https://orcid.org/0000-0002-3683-0845","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Delhi Technology University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004181572","display_name":"Divyashikha Sethia","orcid":"https://orcid.org/0000-0002-8562-5530"},"institutions":[{"id":"https://openalex.org/I863896202","display_name":"Delhi Technological University","ror":"https://ror.org/01ztcvt22","country_code":"IN","type":"education","lineage":["https://openalex.org/I863896202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Divyashikha Sethia","raw_affiliation_strings":["Department of Software Engineering, Delhi Technology University, Delhi, India"],"raw_orcid":"https://orcid.org/0000-0002-8562-5530","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Delhi Technology University, Delhi, India","institution_ids":["https://openalex.org/I863896202"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.067,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72238292,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"17","issue":"4","first_page":"923","last_page":"937"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8772000074386597,"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":0.8772000074386597,"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/T10320","display_name":"Neural Networks and Applications","score":0.8629000186920166,"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/computer-science","display_name":"Computer science","score":0.8268646001815796},{"id":"https://openalex.org/keywords/subject","display_name":"Subject (documents)","score":0.6936178803443909},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5969763994216919},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.54163658618927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4474117159843445},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09320086240768433},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08784067630767822},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08749303221702576}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8268646001815796},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.6936178803443909},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5969763994216919},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.54163658618927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4474117159843445},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09320086240768433},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08784067630767822},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08749303221702576}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2025.3529669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2025.3529669","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"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 Transactions on Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1970727126","https://openalex.org/W2052025169","https://openalex.org/W2060228994","https://openalex.org/W2139570025","https://openalex.org/W2153378539","https://openalex.org/W2748454491","https://openalex.org/W2805061797","https://openalex.org/W2912718330","https://openalex.org/W2971610554","https://openalex.org/W3015788359","https://openalex.org/W3024961463","https://openalex.org/W3033046106","https://openalex.org/W3084261808","https://openalex.org/W3126472920","https://openalex.org/W3169534597","https://openalex.org/W3172787012","https://openalex.org/W3197261948","https://openalex.org/W3217075389","https://openalex.org/W4224943994","https://openalex.org/W4294975308","https://openalex.org/W4375868763","https://openalex.org/W4390964413","https://openalex.org/W4394995179","https://openalex.org/W4402916536","https://openalex.org/W4408354439","https://openalex.org/W6726873649","https://openalex.org/W6759579507","https://openalex.org/W6778370975","https://openalex.org/W6788990321","https://openalex.org/W6790215058","https://openalex.org/W6795288823","https://openalex.org/W6796581206","https://openalex.org/W6796974102"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4388258507","https://openalex.org/W2392013855","https://openalex.org/W4318064328","https://openalex.org/W2357926602","https://openalex.org/W3200517220","https://openalex.org/W2374569605","https://openalex.org/W2386062718"],"abstract_inverted_index":{"Electroencephalography":[0],"(EEG)":[1],"is":[2],"pivotal":[3],"in":[4,35,87],"monitoring":[5],"and":[6,18,28,38,81,191,200,214],"analyzing":[7],"cerebral":[8],"activity":[9,195],"across":[10],"diverse":[11],"domains,":[12],"including":[13],"medical":[14],"diagnostics,":[15],"cognitive":[16],"neuroscience,":[17],"brain\u2013computer":[19],"interfaces.":[20],"However,":[21],"the":[22,53,66,110,158,170,198],"inherent":[23],"intricacy":[24],"of":[25,68,84,172,177,202],"EEG":[26,43,88,173,216],"signals":[27],"their":[29],"subject-specific":[30,50,102,112],"characteristics":[31],"pose":[32],"formidable":[33],"challenges":[34],"devising":[36],"robust":[37,82,125],"generalizable":[39,213],"classification":[40,45],"models.":[41],"Traditional":[42],"signal":[44,174,217],"paradigms":[46],"rely":[47],"on":[48,71,183],"extensive":[49],"datasets.":[51],"Also,":[52,121],"domain":[54],"adaption":[55],"for":[56,137,154,168,188,193],"new":[57,85,96,155],"subjects":[58,86],"often":[59],"leads":[60],"to":[61,92,95,101],"\u201ccatastrophic":[62],"forgetting,\u201d":[63],"thereby":[64],"diminishing":[65],"performance":[67],"model":[69,114,119],"trained":[70],"prior":[72],"subjects.":[73,97],"This":[74,204],"article":[75],"proposes":[76],"a":[77,124,135,141,165,207],"novel":[78],"framework,":[79],"transfer,":[80],"adaptation":[83,152,159],"technology":[89],"(TRANSIT-EEG),":[90],"designed":[91],"adapt":[93],"adeptly":[94],"TRANSIT-EEG":[98,146,162],"demonstrates":[99],"resilience":[100],"artifacts":[103],"by":[104],"integrating":[105],"synthetic":[106],"data":[107],"generation":[108],"using":[109,150],"proposed":[111],"augmentation":[113],"-":[115],"individualized":[116],"diffusion":[117],"probabilistic":[118],"(IDPM).":[120],"it":[122],"employs":[123],"self":[126],"organising":[127],"graph":[128,136],"attention":[129],"transformer":[130],"(SOGAT)":[131],"that":[132],"dynamically":[133],"constructs":[134],"each":[138],"subject,":[139],"fostering":[140],"more":[142,212],"accurate":[143,215],"classification.":[144,175,218],"Moreover,":[145],"introduces":[147],"adapter-based":[148],"finetuning":[149],"low-rank":[151],"(LoRA)":[153],"subjects,":[156],"enriching":[157],"process.":[160],"The":[161],"framework":[163],"presents":[164],"promising":[166],"avenue":[167],"advancing":[169],"realm":[171],"Evaluation":[176],"widely":[178],"studied":[179],"datasets,":[180],"specifically":[181],"focusing":[182],"two":[184],"significant":[185],"tasks,":[186],"SEED":[187],"emotion":[189],"recognition":[190],"PhyAat":[192],"auditory":[194],"recognition,":[196],"substantiates":[197],"efficacy":[199],"versatility":[201],"TRANSIT-EEG.":[203],"validation":[205],"indicates":[206],"substantial":[208],"stride":[209],"toward":[210],"achieving":[211]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
