{"id":"https://openalex.org/W4225685855","doi":"https://doi.org/10.1109/tetci.2022.3147225","title":"Efficient Brain Decoding Based on Adaptive EEG Channel Selection and Transformation","display_name":"Efficient Brain Decoding Based on Adaptive EEG Channel Selection and Transformation","publication_year":2022,"publication_date":"2022-03-08","ids":{"openalex":"https://openalex.org/W4225685855","doi":"https://doi.org/10.1109/tetci.2022.3147225"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2022.3147225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2022.3147225","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","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":"https://openalex.org/A5100717652","display_name":"Jiaxing Wang","orcid":"https://orcid.org/0000-0002-6061-3445"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiaxing Wang","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100658548","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0002-2013-4159"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei Shi","raw_affiliation_strings":["Meituan Inc., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Meituan Inc., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100665273","display_name":"Weiqun Wang","orcid":"https://orcid.org/0000-0001-6981-297X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqun Wang","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109333020","display_name":"Zeng\u2010Guang Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Zeng-Guang Hou","raw_affiliation_strings":["State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","MUST-CASIA Joint Laboratory of Intelligence Science and Technology, Institute of Systems Engineering, Macau University of Science and Technology,, Macau, China","CAS Center for Excellence in Brain Science and Intelligence Technology, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]},{"raw_affiliation_string":"MUST-CASIA Joint Laboratory of Intelligence Science and Technology, Institute of Systems Engineering, Macau University of Science and Technology,, Macau, China","institution_ids":["https://openalex.org/I111950717"]},{"raw_affiliation_string":"CAS Center for Excellence in Brain Science and Intelligence Technology, Beijing, China","institution_ids":["https://openalex.org/I4210097554"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100717652"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210094879"],"apc_list":null,"apc_paid":null,"fwci":1.644,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.82621459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"6","issue":"6","first_page":"1314","last_page":"1323"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9962000250816345,"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":0.9958999752998352,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.848056435585022},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.7612076997756958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7479557394981384},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6476868391036987},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5764786005020142},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.5516437888145447},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5204784870147705},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4974506199359894},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.4960974156856537},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.4496326446533203},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38498079776763916},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.25679850578308105},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09929969906806946},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0982675850391388},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09486609697341919},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08702448010444641}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.848056435585022},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.7612076997756958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7479557394981384},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6476868391036987},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5764786005020142},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5516437888145447},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5204784870147705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4974506199359894},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.4960974156856537},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.4496326446533203},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38498079776763916},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.25679850578308105},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09929969906806946},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0982675850391388},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09486609697341919},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08702448010444641},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2022.3147225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2022.3147225","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1432229094","display_name":null,"funder_award_id":"U1913601","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2110667412","display_name":null,"funder_award_id":"61720106012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7332034469","display_name":null,"funder_award_id":"4202074","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1903029394","https://openalex.org/W1947251450","https://openalex.org/W1967545169","https://openalex.org/W1971140534","https://openalex.org/W1982802415","https://openalex.org/W2005791255","https://openalex.org/W2026186900","https://openalex.org/W2038016568","https://openalex.org/W2055653175","https://openalex.org/W2064697838","https://openalex.org/W2092985495","https://openalex.org/W2097080550","https://openalex.org/W2098391699","https://openalex.org/W2100409538","https://openalex.org/W2105957367","https://openalex.org/W2108824330","https://openalex.org/W2119163516","https://openalex.org/W2132360759","https://openalex.org/W2150590430","https://openalex.org/W2167101736","https://openalex.org/W2291600313","https://openalex.org/W2521192355","https://openalex.org/W2547875792","https://openalex.org/W2559463885","https://openalex.org/W2566849112","https://openalex.org/W2590611054","https://openalex.org/W2741907166","https://openalex.org/W2797669432","https://openalex.org/W2799162396","https://openalex.org/W2894132398","https://openalex.org/W2901319462","https://openalex.org/W2919403121","https://openalex.org/W2945692081","https://openalex.org/W2971518519","https://openalex.org/W2981428193","https://openalex.org/W3008165874","https://openalex.org/W3017204746","https://openalex.org/W3018953462","https://openalex.org/W3034859284","https://openalex.org/W3036198845","https://openalex.org/W3083693766","https://openalex.org/W3098663814","https://openalex.org/W3102455230","https://openalex.org/W3123624460","https://openalex.org/W3138697035","https://openalex.org/W6674573684","https://openalex.org/W6679555981","https://openalex.org/W6729448088"],"related_works":["https://openalex.org/W3067752700","https://openalex.org/W2098373948","https://openalex.org/W1534867933","https://openalex.org/W2587713090","https://openalex.org/W2963141266","https://openalex.org/W2090610152","https://openalex.org/W2896393657","https://openalex.org/W2744712844","https://openalex.org/W4310719664","https://openalex.org/W2742276804"],"abstract_inverted_index":{"Electroencephalography":[0],"(EEG)":[1],"based":[2],"brain-computer":[3],"interface":[4],"(BCI)":[5],"has":[6],"a":[7,22,58,101,142,149],"wide":[8],"range":[9],"of":[10,25,89],"applications":[11],"in":[12,75,163],"neuro-rehabilitation":[13],"and":[14,43,92,155,167],"motor":[15],"assistance.":[16],"However,":[17],"brain":[18,35,68,152],"activities,":[19],"acquired":[20],"from":[21],"large":[23],"number":[24,52,88],"EEG":[26,116],"channels,":[27],"are":[28],"highly":[29],"inter-correlated":[30],"or":[31],"irrelevant":[32],"to":[33,46,107,119,128,132,136,147],"the":[34,40,49,81,87,94,120,130,134,138,159,186,199],"decoding":[36,41,69,114,153,165,187],"task,":[37],"thus":[38],"reducing":[39,98],"efficiency":[42,166],"accuracy.":[44],"How":[45],"adaptively":[47,85],"select":[48],"optimal":[50],"channel":[51,110,121],"depend":[53],"on":[54,173],"different":[55],"trials":[56],"remains":[57],"big":[59],"challenge.":[60],"To":[61,157],"solve":[62],"this":[63,76],"problem,":[64],"an":[65],"efficient":[66],"end-to-end":[67],"model":[70],"named":[71],"AdaEEGNet,":[72],"is":[73,105,111,124,145],"proposed":[74,160],"study.":[77],"It":[78],"can":[79,184],"reduce":[80],"computational":[82,194],"cost":[83,195],"by":[84,97,189],"controlling":[86],"input":[90],"channels":[91],"improve":[93,185],"classification":[95],"accuracy":[96,154,188],"over-fitting.":[99],"Specifically,":[100],"lightweight":[102],"policy":[103],"module":[104],"designed":[106,146],"analyze":[108],"which":[109],"needed":[112],"for":[113],"current":[115],"trial.":[117],"Due":[118],"selection":[122],"process":[123],"indifferentiable,":[125],"we":[126],"propose":[127],"use":[129],"Gumbel-Estimator":[131],"back-propagate":[133],"gradient":[135],"train":[137],"whole":[139],"framework.":[140],"Additionally,":[141],"weight":[143],"coefficient":[144],"make":[148],"trade-off":[150],"between":[151],"efficiency.":[156],"validate":[158],"AdaEEGNet":[161],"feasibility":[162],"improving":[164],"accuracy,":[168],"extensive":[169],"experiments":[170],"were":[171],"conducted":[172],"BCI":[174],"competition":[175],"IV":[176],"dataset.":[177],"The":[178],"results":[179],"show":[180],"that":[181],"our":[182],"methods":[183],"2%":[190],"with":[191,198],"only":[192],"65%":[193],"significantly":[196],"compared":[197],"baseline":[200],"method.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}