{"id":"https://openalex.org/W4405427571","doi":"https://doi.org/10.1145/3698587.3701382","title":"PMSA-Net: A parallel multi-scale attention network for MI-BCI classification","display_name":"PMSA-Net: A parallel multi-scale attention network for MI-BCI classification","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4405427571","doi":"https://doi.org/10.1145/3698587.3701382"},"language":"en","primary_location":{"id":"doi:10.1145/3698587.3701382","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3698587.3701382","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},"type":"conference-paper","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":"Mingzhe Cui","orcid":"https://orcid.org/0009-0002-4895-3102"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingzhe Cui","raw_affiliation_strings":["State Key Laboratory of Industrial, Control Technology, Zhejiang University, Hangzhou China"],"raw_orcid":"https://orcid.org/0009-0002-4895-3102","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial, Control Technology, Zhejiang University, Hangzhou China","institution_ids":["https://openalex.org/I4391767838","https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108085976","display_name":"Tao Chen","orcid":"https://orcid.org/0009-0006-4934-1246"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Chen","raw_affiliation_strings":["State Key Laboratory of Industrial, Control Technology, Zhejiang University, Hangzhou China"],"raw_orcid":"https://orcid.org/0009-0006-4934-1246","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial, Control Technology, Zhejiang University, Hangzhou China","institution_ids":["https://openalex.org/I4391767838","https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103100766","display_name":"Yang Jiao","orcid":"https://orcid.org/0000-0002-2787-8927"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Jiao","raw_affiliation_strings":["Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen China"],"raw_orcid":"https://orcid.org/0000-0002-2787-8927","affiliations":[{"raw_affiliation_string":"Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4210152380"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113747252","display_name":"Qian Zheng","orcid":"https://orcid.org/0009-0002-8828-5081"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Zheng","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Science, Shenzhen China"],"raw_orcid":"https://orcid.org/0009-0002-8828-5081","affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Science, Shenzhen China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101465265","display_name":"Yi Pan","orcid":"https://orcid.org/0000-0002-2766-3096"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Pan","raw_affiliation_strings":["Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen China"],"raw_orcid":"https://orcid.org/0000-0002-2766-3096","affiliations":[{"raw_affiliation_string":"Computer Science and Control Engineering, Shenzhen University of Advanced Technology, Shenzhen China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4210152380"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054697474","display_name":"Lei Xie","orcid":"https://orcid.org/0000-0002-7669-1886"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Xie","raw_affiliation_strings":["State Key Laboratory of Industrial, Control Technology, Zhejiang University, Hangzhou China"],"raw_orcid":"https://orcid.org/0000-0002-7669-1886","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial, Control Technology, Zhejiang University, Hangzhou China","institution_ids":["https://openalex.org/I4391767838","https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9801999926567078,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6776413321495056},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.5908077955245972},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.5128455758094788},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5014548301696777},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4428967237472534},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34591659903526306},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.2190384864807129},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14978209137916565},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09765148162841797},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.07637044787406921},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.07573968172073364}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6776413321495056},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.5908077955245972},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.5128455758094788},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5014548301696777},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4428967237472534},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34591659903526306},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.2190384864807129},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14978209137916565},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09765148162841797},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.07637044787406921},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.07573968172073364},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3698587.3701382","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3698587.3701382","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","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":21,"referenced_works":["https://openalex.org/W1610928686","https://openalex.org/W1969059163","https://openalex.org/W1971140534","https://openalex.org/W1974666382","https://openalex.org/W2045103094","https://openalex.org/W2052684349","https://openalex.org/W2077288912","https://openalex.org/W2142280324","https://openalex.org/W2505613605","https://openalex.org/W2559463885","https://openalex.org/W2741907166","https://openalex.org/W2910639395","https://openalex.org/W2971518519","https://openalex.org/W2997591134","https://openalex.org/W3034552520","https://openalex.org/W3040978719","https://openalex.org/W3047208690","https://openalex.org/W3102455230","https://openalex.org/W4283070704","https://openalex.org/W4312597583","https://openalex.org/W4401942763"],"related_works":["https://openalex.org/W3202969339","https://openalex.org/W4237513258","https://openalex.org/W2044053727","https://openalex.org/W1994410349","https://openalex.org/W3177028067","https://openalex.org/W1913385466","https://openalex.org/W2914170859","https://openalex.org/W2889342546","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Decoding":[0],"brain":[1],"activity":[2],"through":[3],"electroencephalogram":[4],"(EEG)":[5],"signals":[6,65],"is":[7,85],"still":[8],"challenging,":[9],"due":[10],"to":[11,50,70,87,106,129,151],"the":[12,33,43,52,67,82,89,94,103,116,124,134,154,157],"low":[13],"signal-to-noise":[14],"ratio":[15],"and":[16,46,54,77,138],"spatial":[17,72,79],"resolution":[18],"of":[19,56,93,146,156],"EEG":[20,57,64],"signals.":[21],"To":[22],"address":[23],"these":[24],"limitations,":[25],"we":[26],"propose":[27],"an":[28],"advanced":[29],"end-to-end":[30],"network,":[31],"called":[32],"parallel":[34,44,104],"multi-scale":[35,83],"attention":[36,48,98],"network":[37],"(PMSA-Net).":[38],"This":[39],"novel":[40],"architecture":[41],"introduces":[42],"structure":[45,105],"channel":[47,97],"mechanism":[49],"enhance":[51,88],"accuracy":[53,137],"robustness":[55],"signal":[58],"classification.":[59],"Specifically,":[60],"PMSA-Net":[61],"initially":[62],"expands":[63],"into":[66],"depth":[68],"dimension":[69],"improve":[71],"resolution,":[73],"thereby":[74],"better":[75],"capturing":[76],"learning":[78],"information.":[80],"Subsequently,":[81],"technique":[84],"applied":[86],"feature":[90],"extraction":[91],"capability":[92],"model.":[95],"Finally,":[96],"mechanisms":[99],"are":[100,149],"embedded":[101],"in":[102],"recalibrate":[107],"features":[108],"across":[109,140],"multiple":[110],"dimensions.":[111],"Experimental":[112],"results":[113],"based":[114],"on":[115],"BCI":[117],"Competition":[118],"IV":[119],"2a":[120],"dataset":[121],"demonstrate":[122],"that":[123],"model":[125],"shows":[126],"superior":[127],"performance":[128],"other":[130],"benchmark":[131],"methods,":[132],"achieving":[133],"highest":[135],"average":[136],"kappa":[139],"all":[141],"datasets.":[142],"Moreover,":[143],"a":[144],"series":[145],"ablation":[147],"experiments":[148],"conducted":[150],"further":[152],"confirm":[153],"effectiveness":[155],"structural":[158],"improvements.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
