{"id":"https://openalex.org/W2898733749","doi":"https://doi.org/10.1109/ner.2019.8716958","title":"Cross-Subject Transfer Learning Improves the Practicality of Real-World Applications of Brain-Computer Interfaces","display_name":"Cross-Subject Transfer Learning Improves the Practicality of Real-World Applications of Brain-Computer Interfaces","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2898733749","doi":"https://doi.org/10.1109/ner.2019.8716958","mag":"2898733749"},"language":"en","primary_location":{"id":"doi:10.1109/ner.2019.8716958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner.2019.8716958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)","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/A5068169880","display_name":"Kuan-Jung Chiang","orcid":"https://orcid.org/0000-0002-2163-071X"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kuan-Jung Chiang","raw_affiliation_strings":["Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037797203","display_name":"Chun-Shu Wei","orcid":"https://orcid.org/0000-0002-5259-2015"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chun-Shu Wei","raw_affiliation_strings":["Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007114409","display_name":"Masaki Nakanishi","orcid":"https://orcid.org/0000-0003-0415-072X"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Masaki Nakanishi","raw_affiliation_strings":["Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055443847","display_name":"Tzyy\u2010Ping Jung","orcid":"https://orcid.org/0000-0002-8377-2166"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tzyy-Ping Jung","raw_affiliation_strings":["Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swartz Center for Computational Neuroscience, Institute of Neural Computation, University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1159,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.91640127,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"424","last_page":"427"},"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/T10581","display_name":"Neural dynamics and brain function","score":0.9968000054359436,"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/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.9035771489143372},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8148201704025269},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.7559775710105896},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5927761793136597},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5156061053276062},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4417174458503723},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4302268326282501},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.41299688816070557},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3542397618293762},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.3445636034011841},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.330130934715271}],"concepts":[{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.9035771489143372},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8148201704025269},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.7559775710105896},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5927761793136597},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5156061053276062},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4417174458503723},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4302268326282501},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.41299688816070557},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3542397618293762},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.3445636034011841},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.330130934715271},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ner.2019.8716958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ner.2019.8716958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 9th International IEEE/EMBS Conference on Neural Engineering (NER)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1991369595","https://openalex.org/W2051360945","https://openalex.org/W2098725211","https://openalex.org/W2106006415","https://openalex.org/W2108554060","https://openalex.org/W2121538726","https://openalex.org/W2122515425","https://openalex.org/W2132876794","https://openalex.org/W2143183535","https://openalex.org/W2163939660","https://openalex.org/W2522233177","https://openalex.org/W2605492512","https://openalex.org/W2793161294","https://openalex.org/W2909329242","https://openalex.org/W4294214781","https://openalex.org/W6678238024","https://openalex.org/W6678378095"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W3090669843","https://openalex.org/W2321737855","https://openalex.org/W2293800410","https://openalex.org/W1991496323","https://openalex.org/W1965058843","https://openalex.org/W4320021951","https://openalex.org/W2216848651","https://openalex.org/W3183638985","https://openalex.org/W2295974754"],"abstract_inverted_index":{"Steady-state":[0],"visual":[1],"evoked":[2],"potential":[3],"(SSVEP)-based":[4],"brain":[5],"computer-interfaces":[6],"(BCIs)":[7],"have":[8],"shown":[9],"its":[10],"robustness":[11],"in":[12,79,120],"facilitating":[13],"high-efficiency":[14],"communication.":[15],"State-of-the-art":[16],"training-based":[17],"SSVEP":[18,77,131,145],"decoding":[19],"methods":[20],"such":[21],"as":[22],"extended":[23],"Canonical":[24],"Correlation":[25],"Analysis":[26,31],"(CCA)":[27],"and":[28,57,68,71],"Task-Related":[29],"Component":[30],"(TRCA)":[32],"are":[33],"the":[34,39,42,74,94,115,118,122],"major":[35],"players":[36],"that":[37],"elevate":[38],"efficiency":[40],"of":[41,76,117,124],"SSVEP-based":[43],"BCIs":[44,78],"through":[45],"a":[46,80,88,101,105,129],"calibration":[47,62],"process.":[48],"However,":[49],"due":[50],"to":[51,86,92,138],"notable":[52],"human":[53],"variability":[54],"across":[55],"individuals":[56,59],"within":[58],"over":[60],"time,":[61],"(training)":[63],"data":[64,99],"collection":[65],"is":[66],"non-negligible":[67],"often":[69],"laborious":[70],"time-consuming,":[72],"deteriorating":[73],"practicality":[75],"real-world":[81,140],"context.":[82],"This":[83],"study":[84],"aims":[85],"develop":[87],"cross-subject":[89],"transferring":[90],"approach":[91],"reduce":[93],"need":[95],"for":[96,128],"collecting":[97],"training":[98,125],"from":[100],"test":[102],"user":[103],"with":[104],"newly":[106],"proposed":[107],"least-squares":[108],"transformation":[109],"(LST)":[110],"method.":[111],"Study":[112],"results":[113],"show":[114],"capability":[116],"LST":[119,134],"reducing":[121],"number":[123],"templates":[126],"required":[127],"40-class":[130],"BCI.":[132],"The":[133],"method":[135],"may":[136],"lead":[137],"numerous":[139],"applications":[141],"using":[142],"near-zero-training/plug-and-play":[143],"high-speed":[144],"BCIs.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}