{"id":"https://openalex.org/W4403828048","doi":"https://doi.org/10.1007/978-3-031-66656-8_10","title":"Evolving Trends and Future Prospects of Transformer Models in EEG-Based Motor-Imagery BCI Systems","display_name":"Evolving Trends and Future Prospects of Transformer Models in EEG-Based Motor-Imagery BCI Systems","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403828048","doi":"https://doi.org/10.1007/978-3-031-66656-8_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-66656-8_10","doi":"https://doi.org/10.1007/978-3-031-66656-8_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-66656-8_10","pdf_url":null,"source":{"id":"https://openalex.org/S4306463937","display_name":"Springer eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discovering the Frontiers of Human-Robot Interaction","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4403828507","display_name":"Discovering the Frontiers of Human-Robot Interaction"},"type":"book-chapter","is_traditional":true,"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/A5092456205","display_name":"Aigerim Keutayeva","orcid":"https://orcid.org/0009-0009-2217-2157","observed_orcids":["https://orcid.org/0009-0009-2217-2157"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Aigerim Keutayeva","raw_affiliation_strings":["Institute of Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Smart Systems and Artificial Intelligence (ISSAI), Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040086890","display_name":"Amin Zollanvari","orcid":"https://orcid.org/0000-0002-9172-8413","observed_orcids":["https://orcid.org/0000-0002-9172-8413"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Amin Zollanvari","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041371940","display_name":"Berdakh Abibullaev","orcid":"https://orcid.org/0000-0002-8623-5526","observed_orcids":["https://orcid.org/0000-0002-8623-5526"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Berdakh Abibullaev","raw_affiliation_strings":["Department of Robotics Engineering, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Robotics Engineering, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041371940"],"corresponding_institution_ids":["https://openalex.org/I60559429"],"apc_list":null,"apc_paid":null,"fwci":1.3144,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76604346,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"233","last_page":"256"},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transformer","display_name":"transformer models","score":0.9610000252723694},{"id":"https://openalex.org/keywords/eeg-based-brain-computer-interface","display_name":"EEG-based brain-computer interface","score":0.8420000076293945},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"motor imagery","score":0.9449999928474426},{"id":"https://openalex.org/keywords/eeg-denoising","display_name":"EEG denoising","score":0.7879999876022339},{"id":"https://openalex.org/keywords/eeg-feature-extraction","display_name":"EEG feature extraction","score":0.6949999928474426},{"id":"https://openalex.org/keywords/self-attention","display_name":"self-attention","score":0.7900000214576721},{"id":"https://openalex.org/keywords/non-stationary-eeg-signals","display_name":"non-stationary EEG signals","score":0.7680000066757202},{"id":"https://openalex.org/keywords/inter-individual-variability","display_name":"interindividual variability","score":0.9890000224113464},{"id":"https://openalex.org/keywords/spatiotemporal-dependencies","display_name":"spatiotemporal dependencies","score":0.6610000133514404},{"id":"https://openalex.org/keywords/computational-efficiency","display_name":"computational efficiency","score":0.6349999904632568},{"id":"https://openalex.org/keywords/human-machine-interaction","display_name":"human-machine interaction","score":0.7879999876022339}],"concepts":[{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.7497594952583313},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.7266957759857178},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6297690272331238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4777987599372864},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4543165862560272},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.27474114298820496},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21214547753334045},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.14912199974060059},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11707612872123718},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.04001951217651367}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-66656-8_10","doi":"https://doi.org/10.1007/978-3-031-66656-8_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-66656-8_10","pdf_url":null,"source":{"id":"https://openalex.org/S4306463937","display_name":"Springer eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discovering the Frontiers of Human-Robot Interaction","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":89,"referenced_works":["https://openalex.org/W1519366346","https://openalex.org/W1964205149","https://openalex.org/W1967095118","https://openalex.org/W1967545169","https://openalex.org/W1968417898","https://openalex.org/W1970242638","https://openalex.org/W1989239720","https://openalex.org/W1990382927","https://openalex.org/W1997433666","https://openalex.org/W2003621157","https://openalex.org/W2039665627","https://openalex.org/W2051652848","https://openalex.org/W2055603681","https://openalex.org/W2075647286","https://openalex.org/W2081559086","https://openalex.org/W2099509424","https://openalex.org/W2106006415","https://openalex.org/W2110484872","https://openalex.org/W2116308679","https://openalex.org/W2128909182","https://openalex.org/W2138964882","https://openalex.org/W2149690083","https://openalex.org/W2150825261","https://openalex.org/W2154774916","https://openalex.org/W2169866873","https://openalex.org/W2187251603","https://openalex.org/W2194775991","https://openalex.org/W2313218010","https://openalex.org/W2332563861","https://openalex.org/W2521192355","https://openalex.org/W2738926490","https://openalex.org/W2739229484","https://openalex.org/W2784210351","https://openalex.org/W2789946196","https://openalex.org/W2792439185","https://openalex.org/W2802663007","https://openalex.org/W2888183878","https://openalex.org/W2888355470","https://openalex.org/W2894424125","https://openalex.org/W2899435621","https://openalex.org/W2900802277","https://openalex.org/W2901438100","https://openalex.org/W2915893085","https://openalex.org/W2943537172","https://openalex.org/W2952202798","https://openalex.org/W2998826124","https://openalex.org/W3010684481","https://openalex.org/W3012161437","https://openalex.org/W3033186461","https://openalex.org/W3037932933","https://openalex.org/W3041051645","https://openalex.org/W3041698047","https://openalex.org/W3045733172","https://openalex.org/W3091156754","https://openalex.org/W3091698088","https://openalex.org/W3092342532","https://openalex.org/W3121802580","https://openalex.org/W3142672147","https://openalex.org/W3144885626","https://openalex.org/W3185053421","https://openalex.org/W4200125250","https://openalex.org/W4200262561","https://openalex.org/W4211170405","https://openalex.org/W4214813110","https://openalex.org/W4289538860","https://openalex.org/W4289822162","https://openalex.org/W4292731283","https://openalex.org/W4312508188","https://openalex.org/W4312597583","https://openalex.org/W4312892255","https://openalex.org/W4313203570","https://openalex.org/W4318817474","https://openalex.org/W4321066998","https://openalex.org/W4322705888","https://openalex.org/W4328028519","https://openalex.org/W4361186050","https://openalex.org/W4372347554","https://openalex.org/W4377138983","https://openalex.org/W4377709777","https://openalex.org/W4385064726","https://openalex.org/W4385299413","https://openalex.org/W4385336358","https://openalex.org/W4385819691","https://openalex.org/W4386175841","https://openalex.org/W4387146055","https://openalex.org/W4388240351","https://openalex.org/W4391424217","https://openalex.org/W4392845583","https://openalex.org/W6600109629"],"related_works":["https://openalex.org/W4399563755","https://openalex.org/W4388240351","https://openalex.org/W6929006549","https://openalex.org/W4411070895","https://openalex.org/W4402858769","https://openalex.org/W4395443459","https://openalex.org/W4415283434","https://openalex.org/W4401329554","https://openalex.org/W4414458712","https://openalex.org/W4411895616"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-10-29T00:00:00"}