{"id":"https://openalex.org/W7092208643","doi":"https://doi.org/10.1109/tsmc.2025.3614244","title":"iFuzzyTL: Interpretable Fuzzy Transfer Learning for Steady-State Visual Evoked Potentials Brain\u2013Computer Interfaces System","display_name":"iFuzzyTL: Interpretable Fuzzy Transfer Learning for Steady-State Visual Evoked Potentials Brain\u2013Computer Interfaces System","publication_year":2025,"publication_date":"2025-10-16","ids":{"openalex":"https://openalex.org/W7092208643","doi":"https://doi.org/10.1109/tsmc.2025.3614244"},"language":null,"primary_location":{"id":"doi:10.1109/tsmc.2025.3614244","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3614244","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: 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":"Xiaowei Jiang","orcid":"https://orcid.org/0000-0003-3052-5193"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Xiaowei Jiang","raw_affiliation_strings":["Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Beining Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Beining Cao","raw_affiliation_strings":["Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liang Ou","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Liang Ou","raw_affiliation_strings":["Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu-Cheng Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yu-Cheng Chang","raw_affiliation_strings":["Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Thomas Do","orcid":"https://orcid.org/0000-0002-8597-5944"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thomas Do","raw_affiliation_strings":["Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":null,"display_name":"Chin-Teng Lin","orcid":"https://orcid.org/0000-0001-8371-8197"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chin-Teng Lin","raw_affiliation_strings":["Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Computational Intelligence and Brain Computer Interface Lab, School of Computer Science, Australian AI Institute, FEIT, University of Technology Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.54352588,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"55","issue":"12","first_page":"9495","last_page":"9508"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9940000176429749,"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":0.9940000176429749,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.0003000000142492354,"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/generalizability-theory","display_name":"Generalizability theory","score":0.6554999947547913},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5911999940872192},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5741999745368958},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5515000224113464},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.5471000075340271},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5235999822616577},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4984000027179718},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.4494999945163727},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4325999915599823}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7487999796867371},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6895999908447266},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.6554999947547913},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5911999940872192},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5741999745368958},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5605999827384949},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5515000224113464},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.5471000075340271},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5235999822616577},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4984000027179718},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.4494999945163727},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4325999915599823},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.42890000343322754},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4068000018596649},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.3813000023365021},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3528999984264374},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.33160001039505005},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.323199987411499},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.323199987411499},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.3206000030040741},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.28790000081062317},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.2865999937057495},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.27889999747276306},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2680000066757202},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2669999897480011},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.2644999921321869}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2025.3614244","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3614244","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W1798694710","https://openalex.org/W1830992845","https://openalex.org/W1985638190","https://openalex.org/W1986614398","https://openalex.org/W1994744369","https://openalex.org/W2004959199","https://openalex.org/W2005634718","https://openalex.org/W2010625877","https://openalex.org/W2011823558","https://openalex.org/W2051360945","https://openalex.org/W2057219090","https://openalex.org/W2063131317","https://openalex.org/W2093883356","https://openalex.org/W2098725211","https://openalex.org/W2106006415","https://openalex.org/W2132876794","https://openalex.org/W2143183535","https://openalex.org/W2150590430","https://openalex.org/W2156060469","https://openalex.org/W2159371584","https://openalex.org/W2163939660","https://openalex.org/W2165698076","https://openalex.org/W2168572392","https://openalex.org/W2267186426","https://openalex.org/W2305205647","https://openalex.org/W2363300041","https://openalex.org/W2509434769","https://openalex.org/W2559463885","https://openalex.org/W2605492512","https://openalex.org/W2605953417","https://openalex.org/W2796698500","https://openalex.org/W2803375486","https://openalex.org/W2857279780","https://openalex.org/W2883544631","https://openalex.org/W2984221099","https://openalex.org/W3000563309","https://openalex.org/W3037233591","https://openalex.org/W3080484934","https://openalex.org/W3093318272","https://openalex.org/W3101114935","https://openalex.org/W3104131041","https://openalex.org/W3113927274","https://openalex.org/W3124617164","https://openalex.org/W3127476557","https://openalex.org/W3170753307","https://openalex.org/W3189897609","https://openalex.org/W3208493710","https://openalex.org/W3211773724","https://openalex.org/W4200318242","https://openalex.org/W4211169440","https://openalex.org/W4283318593","https://openalex.org/W4285023751","https://openalex.org/W4312019182","https://openalex.org/W4321609134","https://openalex.org/W4368341067","https://openalex.org/W4382559935","https://openalex.org/W4384135373","https://openalex.org/W4385245566","https://openalex.org/W4385819674","https://openalex.org/W4386088146","https://openalex.org/W4386230909","https://openalex.org/W4387587709","https://openalex.org/W4388560452","https://openalex.org/W4389009085","https://openalex.org/W4390558414","https://openalex.org/W4394064962","https://openalex.org/W4394711308","https://openalex.org/W4400132741","https://openalex.org/W4402167723","https://openalex.org/W4406727886"],"related_works":[],"abstract_inverted_index":{"The":[0,181],"rapid":[1],"evolution":[2],"of":[3,12,45,72,178,201,212,224],"brain\u2013computer":[4],"interfaces":[5],"(BCIs)":[6],"has":[7],"significantly":[8,94],"influenced":[9],"the":[10,41,161,173],"domain":[11,73,91,136],"human\u2013computer":[13],"interaction,":[14],"with":[15,126,166,195,209,221],"steady-state":[16],"visual":[17],"evoked":[18],"potentials":[19],"(SSVEPs)":[20],"emerging":[21],"as":[22],"a":[23,146],"notably":[24],"robust":[25,90],"paradigm.":[26],"This":[27,158],"study":[28],"explores":[29],"advanced":[30],"classification":[31,144],"techniques":[32],"leveraging":[33],"interpretable":[34],"fuzzy":[35,123,151],"transfer":[36,59,134,198],"learning":[37,60,77,83],"(iFuzzyTL)":[38],"to":[39,53],"enhance":[40],"adaptability":[42],"and":[43,66,75,93,98,110,135,143,155,164,176,214,229],"performance":[44],"SSVEP-based":[46],"systems.":[47],"Recent":[48],"efforts":[49],"have":[50],"been":[51],"made":[52],"reduce":[54],"calibration":[55,68],"requirements":[56],"through":[57,69],"innovative":[58],"approaches,":[61],"which":[62],"refine":[63],"cross-subject":[64],"generalizability":[65],"minimize":[67],"strategic":[70],"application":[71],"adaptation":[74,92],"few-shot":[76],"strategies.":[78],"Pioneering":[79],"developments":[80],"in":[81,100,145],"deep":[82],"(DL)":[84],"also":[85],"offer":[86],"promising":[87],"enhancements,":[88],"facilitating":[89],"improving":[95],"system":[96],"responsiveness":[97],"accuracy":[99,191,205,217],"SSVEP":[101,234],"classification.":[102],"However,":[103],"these":[104],"methods":[105],"often":[106],"require":[107],"complex":[108],"tuning":[109],"extensive":[111],"data,":[112],"limiting":[113],"immediate":[114],"applicability.":[115],"iFuzzyTL":[116,138],"introduces":[117],"an":[118,196,210,222],"adaptive":[119],"framework":[120],"that":[121],"combines":[122],"logic":[124],"principles":[125],"neural":[127],"network":[128],"architectures,":[129],"focusing":[130],"on":[131],"efficient":[132],"knowledge":[133],"adaptation.":[137],"refines":[139],"input":[140],"signal":[141],"processing":[142],"human-interpretable":[147],"format":[148],"by":[149,170],"integrating":[150],"inference":[152],"systems":[153],"(FISs)":[154],"attention":[156],"mechanisms.":[157],"approach":[159],"bolsters":[160],"model\u2019s":[162,182],"precision":[163],"aligns":[165],"real-world":[167],"operational":[168],"demands":[169],"effectively":[171],"managing":[172],"inherent":[174],"variability":[175],"uncertainty":[177],"EEG":[179],"data.":[180],"efficacy":[183],"is":[184],"demonstrated":[185],"across":[186],"three":[187],"datasets:":[188],"12JFPM":[189],"(89.70%":[190],"for":[192,206,218,233],"1":[193,207,219],"s":[194,208,220],"information":[197],"rate":[199],"(ITR)":[200],"149.58),":[202],"Benchmark":[203],"(85.81%":[204],"ITR":[211,223],"213.99),":[213],"eldBETA":[215],"(76.50%":[216],"94.63),":[225],"achieving":[226],"state-of-the-art":[227],"results":[228],"setting":[230],"new":[231],"benchmarks":[232],"BCI":[235],"performance.":[236]},"counts_by_year":[],"updated_date":"2025-11-20T23:13:51.555489","created_date":"2025-10-17T00:00:00"}