{"id":"https://openalex.org/W4391331295","doi":"https://doi.org/10.1109/smc53992.2023.10394253","title":"Decoding Neural Activity for Part-of-Speech Tagging (POS)","display_name":"Decoding Neural Activity for Part-of-Speech Tagging (POS)","publication_year":2023,"publication_date":"2023-10-01","ids":{"openalex":"https://openalex.org/W4391331295","doi":"https://doi.org/10.1109/smc53992.2023.10394253"},"language":"en","primary_location":{"id":"doi:10.1109/smc53992.2023.10394253","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smc53992.2023.10394253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.ulster.ac.uk/ws/files/133284457/Decoding_Neural_Activity_for_Part-of-Speech_Tagging_POS_.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016050003","display_name":"Salman Ahmed","orcid":"https://orcid.org/0000-0001-8636-6991"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Salman Ahmed","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University,Londonderry,UK,BT48 7JL"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University,Londonderry,UK,BT48 7JL","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086230816","display_name":"Muskaan Singh","orcid":"https://orcid.org/0009-0008-2638-7000"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muskaan Singh","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University,Londonderry,UK,BT48 7JL"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University,Londonderry,UK,BT48 7JL","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011667562","display_name":"Saugat Bhattacharyya","orcid":"https://orcid.org/0000-0001-9191-3670"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saugat Bhattacharyya","raw_affiliation_strings":["Intelligent Systems Research Centre, Ulster University,Londonderry,UK,BT48 7JL"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Research Centre, Ulster University,Londonderry,UK,BT48 7JL","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040873360","display_name":"Damien Coyle","orcid":"https://orcid.org/0000-0002-4739-1040"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Damien Coyle","raw_affiliation_strings":["Bath Institute for the Augmented Human, University of Bath,Bath,UK,BA2 7AY"],"affiliations":[{"raw_affiliation_string":"Bath Institute for the Augmented Human, University of Bath,Bath,UK,BA2 7AY","institution_ids":["https://openalex.org/I51601045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5016050003"],"corresponding_institution_ids":["https://openalex.org/I138801177"],"apc_list":null,"apc_paid":null,"fwci":0.1764,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.53167523,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3079","last_page":"3084"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9876000285148621,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9866999983787537,"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/computer-science","display_name":"Computer science","score":0.835888147354126},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.8082717061042786},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.7136538028717041},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6511029601097107},{"id":"https://openalex.org/keywords/treebank","display_name":"Treebank","score":0.5931032299995422},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5877018570899963},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5266377925872803},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4463384449481964},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.42262423038482666},{"id":"https://openalex.org/keywords/part-of-speech-tagging","display_name":"Part-of-speech tagging","score":0.41065263748168945},{"id":"https://openalex.org/keywords/part-of-speech","display_name":"Part of speech","score":0.3197910785675049},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.12731727957725525}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.835888147354126},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.8082717061042786},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.7136538028717041},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6511029601097107},{"id":"https://openalex.org/C206134035","wikidata":"https://www.wikidata.org/wiki/Q811525","display_name":"Treebank","level":3,"score":0.5931032299995422},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5877018570899963},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5266377925872803},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4463384449481964},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.42262423038482666},{"id":"https://openalex.org/C2780684714","wikidata":"https://www.wikidata.org/wiki/Q1271424","display_name":"Part-of-speech tagging","level":3,"score":0.41065263748168945},{"id":"https://openalex.org/C123406163","wikidata":"https://www.wikidata.org/wiki/Q82042","display_name":"Part of speech","level":2,"score":0.3197910785675049},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.12731727957725525},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smc53992.2023.10394253","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smc53992.2023.10394253","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/0bb0f0fb-e050-44bf-85e2-c9674e2da5f2","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/0bb0f0fb-e050-44bf-85e2-c9674e2da5f2","pdf_url":"https://pure.ulster.ac.uk/ws/files/133284457/Decoding_Neural_Activity_for_Part-of-Speech_Tagging_POS_.pdf","source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ahmed, S, Singh, M, Bhattacharyya, S & Coyle, D 2024, Decoding Neural Activity for Part-Of-Speech Tagging (POS). in 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC) : Improving the Quality of Life, SMC 2023 - Proceedings. Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, IEEE, Oahu, Hawaii, USA, pp. 3079-3084, The 2023 IEEE Conference on Systems, Man, and Cybernetics, Honolulu, Hawaii, United States, 1/10/23. https://doi.org/10.1109/SMC53992.2023.10394253","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/0bb0f0fb-e050-44bf-85e2-c9674e2da5f2","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/0bb0f0fb-e050-44bf-85e2-c9674e2da5f2","pdf_url":"https://pure.ulster.ac.uk/ws/files/133284457/Decoding_Neural_Activity_for_Part-of-Speech_Tagging_POS_.pdf","source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Ahmed, S, Singh, M, Bhattacharyya, S & Coyle, D 2024, Decoding Neural Activity for Part-Of-Speech Tagging (POS). in 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC) : Improving the Quality of Life, SMC 2023 - Proceedings. Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, IEEE, Oahu, Hawaii, USA, pp. 3079-3084, The 2023 IEEE Conference on Systems, Man, and Cybernetics, Honolulu, Hawaii, United States, 1/10/23. https://doi.org/10.1109/SMC53992.2023.10394253","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G7887699838","display_name":null,"funder_award_id":"EP/V025724/2","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391331295.pdf"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2101234009","https://openalex.org/W2153635508","https://openalex.org/W2169918686","https://openalex.org/W2272351350","https://openalex.org/W2412809073","https://openalex.org/W2793079288","https://openalex.org/W2893394967","https://openalex.org/W2913606428","https://openalex.org/W2936616450","https://openalex.org/W3099215642","https://openalex.org/W3161138502","https://openalex.org/W4240164463","https://openalex.org/W4250414248","https://openalex.org/W4285135037","https://openalex.org/W4287759727","https://openalex.org/W4289912839","https://openalex.org/W6675354045","https://openalex.org/W6778487808","https://openalex.org/W6779982193","https://openalex.org/W6894216603"],"related_works":["https://openalex.org/W3150294986","https://openalex.org/W3156541658","https://openalex.org/W1997319317","https://openalex.org/W1965453504","https://openalex.org/W2396342956","https://openalex.org/W2169508526","https://openalex.org/W2486838646","https://openalex.org/W2626026432","https://openalex.org/W2251183413","https://openalex.org/W2949108231"],"abstract_inverted_index":{"Decoding":[0],"Part":[1],"of":[2,32,58,69,81,97],"Speech(POS)":[3],"tagging":[4],"directly":[5],"from":[6,60,84],"electroencephalography":[7],"(EEG)":[8],"signals":[9],"whilst":[10],"user":[11],"overtly":[12],"spoke":[13],"(voiced":[14],"speech)":[15],"sentences":[16],"could":[17],"improve":[18],"direct":[19],"speech":[20],"brain-computer":[21],"interfaces":[22],"(BCIs)":[23],"using":[24,41,165],"imagined":[25],"or":[26],"inner":[27],"speech.":[28],"To":[29],"the":[30,61,67,79,122,144,159],"best":[31],"our":[33,154],"knowledge,":[34],"earlier":[35],"work":[36,124],"uses":[37],"machine":[38],"learning":[39],"approach":[40],"74,953":[42],"sentences/tokens":[43],"recorded":[44],"in":[45,54,140,151],"75":[46],"EEG":[47,85],"sessions.":[48],"The":[49,76],"tokens":[50],"can":[51],"be":[52],"found":[53],"4,479":[55],"phrases":[56],"consisting":[57],"terms":[59],"English":[62],"Online":[63],"treebank":[64],"which":[65],"contains":[66],"record":[68],"weblogs,":[70],"newsgroups,":[71],"reviews,":[72],"and":[73,92,149],"Yahoo":[74],"Answers.":[75],"results":[77,129,137],"demonstrated":[78],"feasibility":[80],"POS":[82],"decoding":[83,160],"based":[86],"on":[87],"word":[88,90,93],"class,":[89],"frequency,":[91],"length":[94],"with":[95,111,125,138],"accuracy":[96],"71%,":[98],"86%,":[99],"89%,":[100],"respectively.":[101],"We":[102],"believe":[103],"that":[104],"there":[105],"is":[106],"significant":[107],"room":[108],"for":[109,143],"improvement":[110],"more":[112],"advanced":[113],"artificial":[114],"intelligence.":[115],"In":[116,153],"this":[117],"paper,":[118],"we":[119,157],"further":[120],"extend":[121],"existing":[123],"end-to-end":[126],"transformers.":[127],"Our":[128],"presents":[130],"transformer":[131],"model":[132],"outperforms":[133],"benchmark":[134],"traditional":[135],"ML":[136],"+20%":[139],"length,":[141],"+13%":[142],"open":[145],"vs":[146],"closed":[147],"class":[148],"+12%":[150],"frequency.":[152],"empirical":[155],"analysis,":[156],"find":[158],"performance":[161],"was":[162],"better":[163],"when":[164],"multi-electrode":[166],"recordings":[167],"as":[168],"compared":[169],"to":[170],"single-electrode":[171],"recordings.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
