{"id":"https://openalex.org/W3154000616","doi":"https://doi.org/10.1109/bci51272.2021.9385323","title":"Exploring a Deeper Convolutional Neural Network Architecture with high dropout for Motor Imagery BCI Decoding","display_name":"Exploring a Deeper Convolutional Neural Network Architecture with high dropout for Motor Imagery BCI Decoding","publication_year":2021,"publication_date":"2021-02-22","ids":{"openalex":"https://openalex.org/W3154000616","doi":"https://doi.org/10.1109/bci51272.2021.9385323","mag":"3154000616"},"language":"en","primary_location":{"id":"doi:10.1109/bci51272.2021.9385323","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bci51272.2021.9385323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 9th International Winter Conference on Brain-Computer Interface (BCI)","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":"https://openalex.org/A5028145407","display_name":"Ramtin Alami","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ramtin Alami","raw_affiliation_strings":["Monash University,Faculty of Information Technology,Melbourne,Australia","Faculty of Information Technology, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Monash University,Faculty of Information Technology,Melbourne,Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077796433","display_name":"Andi Partovi","orcid":"https://orcid.org/0009-0005-4970-9082"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andi Partovi","raw_affiliation_strings":["The University of Melbourne,Department of Biomedical Engineering,Melbourne,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Melbourne,Department of Biomedical Engineering,Melbourne,Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004594693","display_name":"Farhad Goodarzy","orcid":"https://orcid.org/0000-0003-4845-459X"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Farhad Goodarzy","raw_affiliation_strings":["The University of Melbourne,Department of Medicine,Melbourne,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Melbourne,Department of Medicine,Melbourne,Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9351,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.67427386,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"11","issue":null,"first_page":"1","last_page":"5"},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9896000027656555,"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/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.8910558223724365},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.8396844267845154},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7854951620101929},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.6980175375938416},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.6766935586929321},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6096991300582886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5248116254806519},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.41545528173446655},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37262672185897827},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09079664945602417}],"concepts":[{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.8910558223724365},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.8396844267845154},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7854951620101929},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.6980175375938416},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.6766935586929321},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6096991300582886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5248116254806519},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.41545528173446655},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37262672185897827},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09079664945602417},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bci51272.2021.9385323","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bci51272.2021.9385323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 9th International Winter Conference on Brain-Computer Interface (BCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8100000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1430589195","https://openalex.org/W1493718371","https://openalex.org/W2060422862","https://openalex.org/W2145094598","https://openalex.org/W2611482981","https://openalex.org/W2618530766","https://openalex.org/W2742947407","https://openalex.org/W2794345050","https://openalex.org/W2884001105","https://openalex.org/W2952116256","https://openalex.org/W2962742960","https://openalex.org/W2962890799","https://openalex.org/W2963454111","https://openalex.org/W2997574889","https://openalex.org/W3015703485","https://openalex.org/W6681096077","https://openalex.org/W6691187937","https://openalex.org/W6739879593"],"related_works":["https://openalex.org/W1977940006","https://openalex.org/W2887556756","https://openalex.org/W2947925238","https://openalex.org/W195417223","https://openalex.org/W1513407214","https://openalex.org/W1984377984","https://openalex.org/W1961545574","https://openalex.org/W2510077457","https://openalex.org/W3045772920","https://openalex.org/W2047816336"],"abstract_inverted_index":{"In":[0,45],"recent":[1],"years,":[2],"brain-computer":[3],"interfaces":[4],"(BCI)":[5],"have":[6,124],"gained":[7],"lots":[8],"of":[9,34,90,120,141],"popularity":[10],"as":[11,132],"an":[12],"assistive":[13],"method":[14],"for":[15,58],"individuals":[16],"with":[17,27,73],"disabilities":[18],"to":[19],"regain":[20],"their":[21,39],"communication":[22],"or":[23],"mobility":[24],"and":[25,138],"interact":[26],"the":[28,88,95,99,111,117,134,139],"world":[29],"more":[30],"naturally.":[31],"The":[32],"utility":[33],"such":[35],"systems":[36],"rely":[37],"on":[38,50,94,101],"accuracy":[40],"in":[41],"decoding":[42,59],"user":[43],"intentions.":[44],"this":[46,121],"research,":[47],"we":[48,67,123],"build":[49],"previous":[51,112],"BCI":[52],"research":[53],"that":[54,79],"explored":[55,125],"CNN":[56,71],"models":[57],"motor":[60,83],"imagery":[61,84],"tasks.":[62],"Inspired":[63],"by":[64,86,128],"denoising":[65],"autoencoders,":[66],"introduce":[68],"a":[69,102],"deeper":[70,118],"model":[72,100,108],"very":[74],"high":[75],"drop":[76],"out":[77],"rates":[78],"performs":[80],"better":[81],"at":[82],"tasks":[85],"reducing":[87],"effects":[89],"EEG":[91],"data":[92,143],"artefacts":[93],"decoder.":[96],"We":[97],"tested":[98],"hand":[103],"squeeze":[104],"data-set":[105],"where":[106],"our":[107],"has":[109],"outperformed":[110],"best":[113],"classifiers.":[114],"Additionally,":[115],"given":[116],"nature":[119],"model,":[122],"its":[126,130],"limitations":[127],"comparing":[129],"performance":[131],"both":[133],"individual":[135],"sample":[136],"size":[137],"number":[140],"training":[142],"change.":[144]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
