{"id":"https://openalex.org/W2912524801","doi":"https://doi.org/10.1109/ssci.2018.8628757","title":"Decoding of EEG Signals Using Deep Long Short-Term Memory Network in Face Recognition Task","display_name":"Decoding of EEG Signals Using Deep Long Short-Term Memory Network in Face Recognition Task","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2912524801","doi":"https://doi.org/10.1109/ssci.2018.8628757","mag":"2912524801"},"language":"en","primary_location":{"id":"doi:10.1109/ssci.2018.8628757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2018.8628757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},"type":"article","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/A5048520385","display_name":"Lidia Ghosh","orcid":"https://orcid.org/0000-0002-5146-955X"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Lidia Ghosh","raw_affiliation_strings":["Artificial Intelligence Lab, Jadavpur University, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Lab, Jadavpur University, Kolkata, India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103916806","display_name":"Sayantani Ghosh","orcid":"https://orcid.org/0000-0002-3156-9772"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sayantani Ghosh","raw_affiliation_strings":["Artificial Intelligence Lab, Jadavpur University, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Lab, Jadavpur University, Kolkata, India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011939964","display_name":"Amit Konar","orcid":"https://orcid.org/0000-0002-9474-5956"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Konar","raw_affiliation_strings":["Artificial Intelligence Lab, Jadavpur University, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Lab, Jadavpur University, Kolkata, India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102829523","display_name":"Pratyusha Rakshit","orcid":"https://orcid.org/0000-0001-7350-2958"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pratyusha Rakshit","raw_affiliation_strings":["Artificial Intelligence Lab, Jadavpur University, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Lab, Jadavpur University, Kolkata, India","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081696143","display_name":"Atulya K. Nagar","orcid":"https://orcid.org/0000-0001-5549-6435"},"institutions":[{"id":"https://openalex.org/I44852757","display_name":"Liverpool Hope University","ror":"https://ror.org/03ctjbj91","country_code":"GB","type":"education","lineage":["https://openalex.org/I44852757"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Atulya K. Nagar","raw_affiliation_strings":["Dept. of Math and Computer Science, Liverpool Hope University, UK"],"affiliations":[{"raw_affiliation_string":"Dept. of Math and Computer Science, Liverpool Hope University, UK","institution_ids":["https://openalex.org/I44852757"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5048520385"],"corresponding_institution_ids":["https://openalex.org/I170979836"],"apc_list":null,"apc_paid":null,"fwci":0.4938,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.64096804,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":null,"first_page":"477","last_page":"483"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11094","display_name":"Face Recognition and Perception","score":0.9976999759674072,"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/T11094","display_name":"Face Recognition and Perception","score":0.9976999759674072,"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/T10057","display_name":"Face and Expression Recognition","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9954000115394592,"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":0.7847119569778442},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6426017880439758},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6292563676834106},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6124672293663025},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6036854386329651},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.5802191495895386},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.48500916361808777},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1287541687488556}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7847119569778442},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6426017880439758},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6292563676834106},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6124672293663025},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6036854386329651},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.5802191495895386},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.48500916361808777},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1287541687488556},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssci.2018.8628757","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2018.8628757","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320767","display_name":"University Grants Commission","ror":"https://ror.org/04p800546"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1565746575","https://openalex.org/W1965154800","https://openalex.org/W1968103670","https://openalex.org/W1992382816","https://openalex.org/W1999798000","https://openalex.org/W2009428461","https://openalex.org/W2022508996","https://openalex.org/W2038862434","https://openalex.org/W2064675550","https://openalex.org/W2076063813","https://openalex.org/W2079735306","https://openalex.org/W2100664567","https://openalex.org/W2111096018","https://openalex.org/W2112739286","https://openalex.org/W2116261113","https://openalex.org/W2117130368","https://openalex.org/W2123364528","https://openalex.org/W2130942839","https://openalex.org/W2134161376","https://openalex.org/W2136391815","https://openalex.org/W2151727279","https://openalex.org/W2160785220","https://openalex.org/W2160815625","https://openalex.org/W2163605009","https://openalex.org/W2166333712","https://openalex.org/W2167277498","https://openalex.org/W2184188583","https://openalex.org/W2194775991","https://openalex.org/W2211483859","https://openalex.org/W2604096629","https://openalex.org/W2614801503","https://openalex.org/W2740801985","https://openalex.org/W2750747353","https://openalex.org/W2797669432","https://openalex.org/W2801360775","https://openalex.org/W4231109964","https://openalex.org/W6679436768","https://openalex.org/W6679759430","https://openalex.org/W6680285999","https://openalex.org/W6684191040","https://openalex.org/W6686207219","https://openalex.org/W6688219683"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2116423617","https://openalex.org/W2347824352","https://openalex.org/W2112875849"],"abstract_inverted_index":{"The":[0,41,79,137,160],"paper":[1,114],"proposes":[2],"a":[3,30,56,116,220],"novel":[4,117,142],"approach":[5],"to":[6,61,69,124,129,186],"classify":[7,70,125],"the":[8,14,19,71,83,95,102,126,131,141,146,153,167,171,183,188,202,210,213,230,250],"human":[9],"memory":[10],"response":[11],"involved":[12],"in":[13,34,179,194,257],"face":[15,38,90,112,195,240,247,267],"recognition":[16,39,196,241],"task":[17],"by":[18,53,93,269],"utilization":[20],"of":[21,58,74,82,104,134,140,156,163,182,190,212,232,263],"event":[22],"related":[23],"potentials.":[24],"Electroencephalographic":[25],"signals":[26,42,99,109,128],"are":[27,43],"acquired":[28,276],"when":[29],"subject":[31],"engages":[32],"himself/herself":[33],"familiar":[35,75,111,239,264],"or":[36],"unfamiliar":[37,77,89,246,266],"tasks.":[40],"analyzed":[44],"through":[45],"source":[46,225],"Iocalization":[47,226],"using":[48,227],"eLORETA":[49,228],"and":[50,76,88,107,148,216,235,242,265],"artifact":[51],"removal":[52],"ICA":[54],"from":[55,274],"set":[57],"channels":[59],"corresponding":[60],"those":[62],"selected":[63],"sources,":[64],"with":[65,206,219],"an":[66],"ultimate":[67],"aim":[68],"EEG":[72,80,158,192],"responses":[73,81],"faces.":[78],"two":[84],"different":[85],"classes":[86],"(familiar":[87],"recognition)are":[91],"distinguished":[92],"analyzing":[94],"Event":[96],"Related":[97],"Potential":[98],"that":[100,201],"reveal":[101],"existence":[103],"large":[105,222],"N250":[106],"P600":[108],"during":[110,238,245],"recognition.The":[113],"introduces":[115],"LSTM":[118,143,204,215],"classifier":[119,205],"network":[120,144,165],"which":[121],"is":[122],"designed":[123],"ERP":[127],"fulfill":[130],"prime":[132],"objective":[133],"this":[135,164],"work.":[136],"first":[138],"layer":[139,162,181],"evaluates":[145],"spatial":[147],"local":[149,157],"temporal":[150,168,234],"correlations":[151,169],"between":[152,170],"obtained":[154],"samples":[155],"time-windows.":[159,172],"second":[161],"models":[166],"An":[173],"attention":[174,207],"mechanism":[175,208],"has":[176],"been":[177],"introduced":[178],"each":[180,191],"proposed":[184,203],"model":[185],"compute":[187],"contribution":[189],"time-window":[193],"task.":[197],"Performance":[198],"analysis":[199],"reveals":[200],"outperforms":[209],"efficiency":[211],"conventional":[214],"other":[217],"classifiers":[218],"significantly":[221],"margin.":[223],"Moreover,":[224],"shows":[229],"involvement":[231],"inferior":[233],"frontal":[236],"lobes":[237],"pre-frontal":[243],"lobe":[244],"recognition.":[248],"Thus,":[249],"present":[251],"research":[252],"outcome":[253],"can":[254,271],"be":[255,272],"used":[256],"criminal":[258],"investigation,":[259],"where":[260],"meticulous":[261],"differentiation":[262],"detection":[268],"criminals":[270],"performed":[273],"their":[275],"brain":[277],"responses.":[278]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}