{"id":"https://openalex.org/W3134701588","doi":"https://doi.org/10.3390/s21061932","title":"Deep Neural Regression Prediction of Motor Imagery Skills Using EEG Functional Connectivity Indicators","display_name":"Deep Neural Regression Prediction of Motor Imagery Skills Using EEG Functional Connectivity Indicators","publication_year":2021,"publication_date":"2021-03-10","ids":{"openalex":"https://openalex.org/W3134701588","doi":"https://doi.org/10.3390/s21061932","mag":"3134701588","pmid":"https://pubmed.ncbi.nlm.nih.gov/33801817"},"language":"en","primary_location":{"id":"doi:10.3390/s21061932","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21061932","pdf_url":"https://www.mdpi.com/1424-8220/21/6/1932/pdf?version=1615365930","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/6/1932/pdf?version=1615365930","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074475037","display_name":"Juli\u00e1n Caicedo-Acosta","orcid":"https://orcid.org/0000-0001-9561-3800"},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Julian Caicedo-Acosta","raw_affiliation_strings":["Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia"],"raw_orcid":"https://orcid.org/0000-0001-9561-3800","affiliations":[{"raw_affiliation_string":"Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081659365","display_name":"German A. Casta\u00f1o","orcid":null},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"German A. Casta\u00f1o","raw_affiliation_strings":["Grupo de investigaci\u00f3n Cultura de la Calidad en la Educaci\u00f3n, Universidad Nacional de Colombia, Manizales 170001, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo de investigaci\u00f3n Cultura de la Calidad en la Educaci\u00f3n, Universidad Nacional de Colombia, Manizales 170001, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102712161","display_name":"Carlos Medina","orcid":"https://orcid.org/0000-0002-6477-8984"},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Carlos Acosta-Medina","raw_affiliation_strings":["Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051246446","display_name":"Andr\u00e9s Marino \u00c1lvarez-Meza","orcid":"https://orcid.org/0000-0003-0308-9576"},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Andres Alvarez-Meza","raw_affiliation_strings":["Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia","institution_ids":["https://openalex.org/I36243813"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080328620","display_name":"G. Castellanos-Dom\u00ednguez","orcid":"https://orcid.org/0000-0002-0138-5489"},"institutions":[{"id":"https://openalex.org/I36243813","display_name":"Universidad Nacional de Colombia","ror":"https://ror.org/059yx9a68","country_code":"CO","type":"education","lineage":["https://openalex.org/I36243813"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"German Castellanos-Dominguez","raw_affiliation_strings":["Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-0138-5489","affiliations":[{"raw_affiliation_string":"Signal Processing and Recognition Group, Universidad Nacional de Colombia, Manizales 170001, Colombia","institution_ids":["https://openalex.org/I36243813"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5074475037"],"corresponding_institution_ids":["https://openalex.org/I36243813"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":0.8427,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.67257857,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"21","issue":"6","first_page":"1932","last_page":"1932"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9993000030517578,"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":0.9983999729156494,"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/overfitting","display_name":"Overfitting","score":0.771845817565918},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6680557727813721},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6566868424415588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6530799865722656},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.6359782814979553},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5489158034324646},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.5162708759307861},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5145992040634155},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47713279724121094},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4489721655845642},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19440904259681702},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.14660131931304932}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.771845817565918},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6680557727813721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6566868424415588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6530799865722656},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.6359782814979553},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5489158034324646},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.5162708759307861},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5145992040634155},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47713279724121094},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4489721655845642},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19440904259681702},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.14660131931304932},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009048","descriptor_name":"Motor Skills","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009048","descriptor_name":"Motor Skills","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009048","descriptor_name":"Motor Skills","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009048","descriptor_name":"Motor Skills","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D066191","descriptor_name":"Sensorimotor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D066191","descriptor_name":"Sensorimotor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D066191","descriptor_name":"Sensorimotor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D066191","descriptor_name":"Sensorimotor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s21061932","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21061932","pdf_url":"https://www.mdpi.com/1424-8220/21/6/1932/pdf?version=1615365930","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:33801817","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33801817","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:4df6706a41d24707bf05193afb3d95dd","is_oa":true,"landing_page_url":"https://doaj.org/article/4df6706a41d24707bf05193afb3d95dd","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 6, p 1932 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/6/1932/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21061932","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 6; Pages: 1932","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7999933","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7999933","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21061932","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21061932","pdf_url":"https://www.mdpi.com/1424-8220/21/6/1932/pdf?version=1615365930","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3134701588.pdf","grobid_xml":"https://content.openalex.org/works/W3134701588.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1966641148","https://openalex.org/W1978597259","https://openalex.org/W2006502577","https://openalex.org/W2020505895","https://openalex.org/W2054845099","https://openalex.org/W2062377220","https://openalex.org/W2090090048","https://openalex.org/W2154810622","https://openalex.org/W2346353886","https://openalex.org/W2475334473","https://openalex.org/W2512441693","https://openalex.org/W2586620774","https://openalex.org/W2611482981","https://openalex.org/W2750398196","https://openalex.org/W2759430585","https://openalex.org/W2765815105","https://openalex.org/W2790316274","https://openalex.org/W2800732722","https://openalex.org/W2894693499","https://openalex.org/W2901625292","https://openalex.org/W2904669337","https://openalex.org/W2912270846","https://openalex.org/W2919403121","https://openalex.org/W2927212007","https://openalex.org/W2936131977","https://openalex.org/W2938008639","https://openalex.org/W2938026645","https://openalex.org/W2944261949","https://openalex.org/W2945044133","https://openalex.org/W2945759732","https://openalex.org/W2951581544","https://openalex.org/W2962808228","https://openalex.org/W2967736770","https://openalex.org/W2970036447","https://openalex.org/W2973001189","https://openalex.org/W2979650665","https://openalex.org/W2980098749","https://openalex.org/W2990370036","https://openalex.org/W2990867867","https://openalex.org/W2999504644","https://openalex.org/W3000978293","https://openalex.org/W3002933683","https://openalex.org/W3004543951","https://openalex.org/W3006119912","https://openalex.org/W3006972561","https://openalex.org/W3008889647","https://openalex.org/W3015223369","https://openalex.org/W3033685573","https://openalex.org/W3037498571","https://openalex.org/W3048315847","https://openalex.org/W3091096710","https://openalex.org/W3091652873","https://openalex.org/W3092562444","https://openalex.org/W3094107952","https://openalex.org/W3096667948","https://openalex.org/W3097152340","https://openalex.org/W3110772761","https://openalex.org/W3112321791","https://openalex.org/W3117358039","https://openalex.org/W4248293462","https://openalex.org/W6745109522","https://openalex.org/W6779052964"],"related_works":["https://openalex.org/W3128220493","https://openalex.org/W4298017035","https://openalex.org/W2792147139","https://openalex.org/W4226354336","https://openalex.org/W3110700750","https://openalex.org/W2998675825","https://openalex.org/W4394636190","https://openalex.org/W2736804899","https://openalex.org/W2897443685","https://openalex.org/W4307654087"],"abstract_inverted_index":{"Motor":[0],"imaging":[1],"(MI)":[2],"induces":[3],"recovery":[4],"and":[5,30,38,127,163],"neuroplasticity":[6],"in":[7,41,146,156],"neurophysical":[8],"regulation.":[9],"However,":[10,78],"a":[11,105,157],"non-negligible":[12],"portion":[13],"of":[14,20,25,49,53,60,93,124,160],"users":[15],"presents":[16],"insufficient":[17],"coordination":[18],"skills":[19],"sensorimotor":[21],"cortex":[22],"control.":[23],"Assessments":[24],"the":[26,47,72,94,100],"relationship":[27],"between":[28,130],"wakefulness":[29],"tasks":[31],"states":[32],"are":[33,56,65],"conducted":[34],"to":[35,45,70,98,149],"foster":[36],"neurophysiological":[37,82],"mechanistic":[39],"interpretation":[40],"MI-related":[42],"applications.":[43],"Thus,":[44],"understand":[46],"organization":[48],"information":[50],"processing,":[51],"measures":[52],"functional":[54,137],"connectivity":[55,138],"used.":[57],"Also,":[58],"models":[59],"neural":[61],"network":[62,89,107],"regression":[63,90,108],"prediction":[64,101,159],"becoming":[66],"popular,":[67],"These":[68],"intend":[69],"reduce":[71],"need":[73],"for":[74],"extracting":[75],"features":[76],"manually.":[77],"predicting":[79],"MI":[80,125,151],"practicing's":[81],"inefficiency":[83],"raises":[84],"several":[85],"problems,":[86],"like":[87],"enhancing":[88],"performance":[91],"because":[92],"overfitting":[95],"risk.":[96],"Here,":[97],"increase":[99],"performance,":[102],"we":[103],"develop":[104],"deep":[106],"model":[109],"that":[110],"includes":[111],"three":[112],"procedures:":[113],"leave-one-out":[114],"cross-validation":[115],"combined":[116],"with":[117,167],"Monte":[118],"Carlo":[119],"dropout":[120],"layers,":[121],"subject":[122],"clustering":[123],"inefficiency,":[126],"transfer":[128],"learning":[129],"neighboring":[131],"runs.":[132],"Validation":[133],"is":[134],"performed":[135],"using":[136],"predictors":[139],"extracted":[140],"from":[141],"two":[142],"electroencephalographic":[143],"databases":[144],"acquired":[145],"conditions":[147],"close":[148],"real":[150],"applications":[152],"(150":[153],"users),":[154],"resulting":[155],"high":[158],"pretraining":[161],"desynchronization":[162],"initial":[164],"training":[165],"synchronization":[166],"adequate":[168],"physiological":[169],"interpretability.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}