{"id":"https://openalex.org/W4402768518","doi":"https://doi.org/10.3390/s24186110","title":"Enhancing EEG-Based MI-BCIs with Class-Specific and Subject-Specific Features Detected by Neural Manifold Analysis","display_name":"Enhancing EEG-Based MI-BCIs with Class-Specific and Subject-Specific Features Detected by Neural Manifold Analysis","publication_year":2024,"publication_date":"2024-09-21","ids":{"openalex":"https://openalex.org/W4402768518","doi":"https://doi.org/10.3390/s24186110","pmid":"https://pubmed.ncbi.nlm.nih.gov/39338854"},"language":"en","primary_location":{"id":"doi:10.3390/s24186110","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24186110","pdf_url":"https://www.mdpi.com/1424-8220/24/18/6110/pdf?version=1726911196","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/1424-8220/24/18/6110/pdf?version=1726911196","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089882405","display_name":"Mirco Frosolone","orcid":"https://orcid.org/0000-0003-4565-2769"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210166865","display_name":"Institute of Cognitive Sciences and Technologies","ror":"https://ror.org/05w9g2j85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210166865"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirco Frosolone","raw_affiliation_strings":["Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy","institution_ids":["https://openalex.org/I4210166865","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059881379","display_name":"Roberto Prevete","orcid":"https://orcid.org/0000-0002-3804-1719"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Roberto Prevete","raw_affiliation_strings":["Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, 80125 Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107547466","display_name":"Lorenzo Ognibeni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210166865","display_name":"Institute of Cognitive Sciences and Technologies","ror":"https://ror.org/05w9g2j85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210166865"]},{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Ognibeni","raw_affiliation_strings":["Department of Computer, Control and Management Engineering \u2018Antonio Ruberti\u2019 (DIAG), Sapienza University of Rome, 00185 Rome, Italy","Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer, Control and Management Engineering \u2018Antonio Ruberti\u2019 (DIAG), Sapienza University of Rome, 00185 Rome, Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy","institution_ids":["https://openalex.org/I4210166865","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031070786","display_name":"Salvatore Giugliano","orcid":"https://orcid.org/0000-0002-1791-6416"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Giugliano","raw_affiliation_strings":["Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, 80125 Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089890021","display_name":"Andrea Apicella","orcid":"https://orcid.org/0000-0002-5391-168X"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Apicella","raw_affiliation_strings":["Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, 80125 Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053290697","display_name":"Giovanni Pezzulo","orcid":"https://orcid.org/0000-0001-6813-8282"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210166865","display_name":"Institute of Cognitive Sciences and Technologies","ror":"https://ror.org/05w9g2j85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210166865"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Pezzulo","raw_affiliation_strings":["Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy","institution_ids":["https://openalex.org/I4210166865","https://openalex.org/I4210155236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048689229","display_name":"Francesco Donnarumma","orcid":"https://orcid.org/0000-0003-4248-5360"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210166865","display_name":"Institute of Cognitive Sciences and Technologies","ror":"https://ror.org/05w9g2j85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210166865"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Francesco Donnarumma","raw_affiliation_strings":["Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Cognitive Sciences and Technologies, National Research Council, Via Gian Domenico Romagnosi, 00196 Rome, Italy","institution_ids":["https://openalex.org/I4210166865","https://openalex.org/I4210155236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5048689229"],"corresponding_institution_ids":["https://openalex.org/I4210155236","https://openalex.org/I4210166865"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16422972,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"18","first_page":"6110","last_page":"6110"},"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":0.995199978351593,"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":0.992900013923645,"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/motor-imagery","display_name":"Motor imagery","score":0.7438934445381165},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6702905297279358},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.669187068939209},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6514467000961304},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6407238841056824},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.6026091575622559},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.584277868270874},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5675082802772522},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4738262891769409},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3720987141132355},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.06781545281410217}],"concepts":[{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.7438934445381165},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6702905297279358},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.669187068939209},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6514467000961304},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6407238841056824},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.6026091575622559},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.584277868270874},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5675082802772522},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4738262891769409},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3720987141132355},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.06781545281410217},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D007092","descriptor_name":"Imagination","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","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}],"locations_count":4,"locations":[{"id":"doi:10.3390/s24186110","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24186110","pdf_url":"https://www.mdpi.com/1424-8220/24/18/6110/pdf?version=1726911196","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:39338854","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39338854","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:pubmedcentral.nih.gov:11435739","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11435739","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11435739/pdf/sensors-24-06110.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"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"},{"id":"pmh:oai:doaj.org/article:54ca0a4648c04b6e85de694c892cf5b0","is_oa":true,"landing_page_url":"https://doaj.org/article/54ca0a4648c04b6e85de694c892cf5b0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 18, p 6110 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24186110","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24186110","pdf_url":"https://www.mdpi.com/1424-8220/24/18/6110/pdf?version=1726911196","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402768518.pdf","grobid_xml":"https://content.openalex.org/works/W4402768518.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W33214042","https://openalex.org/W1969878365","https://openalex.org/W1976715276","https://openalex.org/W1983291852","https://openalex.org/W2004092686","https://openalex.org/W2047446819","https://openalex.org/W2057311210","https://openalex.org/W2074591889","https://openalex.org/W2081895431","https://openalex.org/W2091261861","https://openalex.org/W2097826706","https://openalex.org/W2098391699","https://openalex.org/W2099229225","https://openalex.org/W2099509424","https://openalex.org/W2119163516","https://openalex.org/W2129023315","https://openalex.org/W2132360759","https://openalex.org/W2140413964","https://openalex.org/W2147854680","https://openalex.org/W2148702834","https://openalex.org/W2152119085","https://openalex.org/W2153071703","https://openalex.org/W2157380881","https://openalex.org/W2171378394","https://openalex.org/W2181785117","https://openalex.org/W2314733761","https://openalex.org/W2337492206","https://openalex.org/W2518238252","https://openalex.org/W2559463885","https://openalex.org/W2746829572","https://openalex.org/W2783635160","https://openalex.org/W2787894218","https://openalex.org/W2794345050","https://openalex.org/W2889326414","https://openalex.org/W2890572668","https://openalex.org/W2949263306","https://openalex.org/W2951777958","https://openalex.org/W2952386309","https://openalex.org/W2986984881","https://openalex.org/W3004161400","https://openalex.org/W3015863006","https://openalex.org/W3041698047","https://openalex.org/W3098932858","https://openalex.org/W3102455230","https://openalex.org/W3108430321","https://openalex.org/W3119630268","https://openalex.org/W3121810080","https://openalex.org/W3124617164","https://openalex.org/W3133755492","https://openalex.org/W3159625140","https://openalex.org/W3181670795","https://openalex.org/W3200930171","https://openalex.org/W4223434129","https://openalex.org/W4283735920","https://openalex.org/W4309675233","https://openalex.org/W4312056184","https://openalex.org/W4367841864","https://openalex.org/W4367857023","https://openalex.org/W4377715329","https://openalex.org/W4380988715","https://openalex.org/W4385202031","https://openalex.org/W4387208908","https://openalex.org/W4389188469","https://openalex.org/W4400911618","https://openalex.org/W6601318844","https://openalex.org/W6685913841","https://openalex.org/W6785206168","https://openalex.org/W6963588625"],"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":{"This":[0],"paper":[1],"presents":[2],"an":[3,66],"innovative":[4],"approach":[5],"leveraging":[6],"Neuronal":[7],"Manifold":[8],"Analysis":[9],"of":[10,116],"EEG":[11],"data":[12],"to":[13,34,88,98,122],"identify":[14],"specific":[15],"time":[16],"intervals":[17,90],"for":[18,42,76,104],"feature":[19,81],"extraction,":[20],"effectively":[21],"capturing":[22],"both":[23],"class-specific":[24],"and":[25,32,59,119],"subject-specific":[26],"characteristics.":[27],"Different":[28],"pipelines":[29],"were":[30],"constructed":[31,83],"employed":[33],"extract":[35],"distinctive":[36],"features":[37],"within":[38],"these":[39,93],"intervals,":[40],"specifically":[41],"motor":[43,62],"imagery":[44,63],"(MI)":[45],"tasks.":[46,78],"The":[47],"methodology":[48],"was":[49,86],"validated":[50],"using":[51,84],"the":[52,114],"Graz":[53],"Competition":[54],"IV":[55],"datasets":[56],"2A":[57],"(four-class)":[58],"2B":[60],"(two-class)":[61],"classification,":[64],"demonstrating":[65],"improvement":[67],"in":[68,126],"classification":[69,101,109,124],"accuracy":[70],"that":[71,91],"surpasses":[72],"state-of-the-art":[73],"algorithms":[74],"designed":[75],"MI":[77],"A":[79],"multi-dimensional":[80],"space,":[82],"NMA,":[85],"built":[87],"detect":[89],"capture":[92],"critical":[94],"characteristics,":[95],"which":[96],"led":[97],"significantly":[99],"enhanced":[100],"accuracy,":[102],"especially":[103],"individuals":[105],"with":[106],"initially":[107],"poor":[108],"performance.":[110],"These":[111],"findings":[112],"highlight":[113],"robustness":[115],"this":[117],"method":[118],"its":[120],"potential":[121],"improve":[123],"performance":[125],"EEG-based":[127],"MI-BCI":[128],"systems.":[129]},"counts_by_year":[],"updated_date":"2026-03-12T06:13:28.667946","created_date":"2025-10-10T00:00:00"}