{"id":"https://openalex.org/W4393005291","doi":"https://doi.org/10.1007/978-3-031-55729-3_2","title":"A Comparative Analysis of\u00a0Time Series Transformers and\u00a0Alternative Deep Learning Models for\u00a0SSVEP Classification","display_name":"A Comparative Analysis of\u00a0Time Series Transformers and\u00a0Alternative Deep Learning Models for\u00a0SSVEP Classification","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393005291","doi":"https://doi.org/10.1007/978-3-031-55729-3_2"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-55729-3_2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-55729-3_2","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5065141274","display_name":"Heba Ali","orcid":"https://orcid.org/0000-0002-6909-7985"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Heba Ali","raw_affiliation_strings":["Center for Informatics Science, Nile University, Sheikh Zayed City, 12588, Egypt","School of Information Technology and Computer Science, Sheikh Zayed City, 12588, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-6909-7985","affiliations":[{"raw_affiliation_string":"Center for Informatics Science, Nile University, Sheikh Zayed City, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]},{"raw_affiliation_string":"School of Information Technology and Computer Science, Sheikh Zayed City, 12588, Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023722495","display_name":"Adel Samir El-Zemity","orcid":"https://orcid.org/0000-0002-5402-7837"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Adel Elzemity","raw_affiliation_strings":["School of Engineering, Nile University, Sheikh Zayed City, 12588, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-5402-7837","affiliations":[{"raw_affiliation_string":"School of Engineering, Nile University, Sheikh Zayed City, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059805913","display_name":"Amir E. Oghostinos","orcid":"https://orcid.org/0009-0005-8168-3118"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amir E. Oghostinos","raw_affiliation_strings":["School of Engineering, Nile University, Sheikh Zayed City, 12588, Egypt"],"raw_orcid":"https://orcid.org/0009-0005-8168-3118","affiliations":[{"raw_affiliation_string":"School of Engineering, Nile University, Sheikh Zayed City, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080442213","display_name":"Sahar Selim","orcid":"https://orcid.org/0000-0002-9886-1364"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Sahar Selim","raw_affiliation_strings":["Center for Informatics Science, Nile University, Sheikh Zayed City, 12588, Egypt","School of Information Technology and Computer Science, Sheikh Zayed City, 12588, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-9886-1364","affiliations":[{"raw_affiliation_string":"Center for Informatics Science, Nile University, Sheikh Zayed City, 12588, Egypt","institution_ids":["https://openalex.org/I57629906"]},{"raw_affiliation_string":"School of Information Technology and Computer Science, Sheikh Zayed City, 12588, Egypt","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5065141274"],"corresponding_institution_ids":["https://openalex.org/I57629906"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11479136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3","last_page":"16"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6268514394760132},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5201876163482666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5178018808364868},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37405669689178467},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3389960825443268},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.32167139649391174},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12211009860038757},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.05762207508087158}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6268514394760132},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5201876163482666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5178018808364868},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37405669689178467},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3389960825443268},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.32167139649391174},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12211009860038757},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.05762207508087158},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-55729-3_2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-55729-3_2","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1964019392","https://openalex.org/W2066435223","https://openalex.org/W2143183535","https://openalex.org/W2163939660","https://openalex.org/W2337970775","https://openalex.org/W2338492816","https://openalex.org/W2553904372","https://openalex.org/W2559463885","https://openalex.org/W2605492512","https://openalex.org/W2806126245","https://openalex.org/W2902034646","https://openalex.org/W2999520050","https://openalex.org/W3102455230","https://openalex.org/W3104131041","https://openalex.org/W3188872815","https://openalex.org/W4293697951","https://openalex.org/W4382203079","https://openalex.org/W4382933566","https://openalex.org/W6605161895"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206","https://openalex.org/W4283697347"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-01-20T17:24:06.736184","created_date":"2025-10-10T00:00:00"}
