{"id":"https://openalex.org/W4312232654","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892920","title":"TESANet: Self-attention network for olfactory EEG classification","display_name":"TESANet: Self-attention network for olfactory EEG classification","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312232654","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892920"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892920","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5030290531","display_name":"Chengxuan Tong","orcid":"https://orcid.org/0000-0001-9798-703X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I4210144938","display_name":"Wilmar International (Singapore)","ror":"https://ror.org/04v0xgx08","country_code":"SG","type":"company","lineage":["https://openalex.org/I4210144938"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chengxuan Tong","raw_affiliation_strings":["Nanyang Technological University,School of Computer Science and Engineering,Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore","Wilmar International, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Computer Science and Engineering,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Wilmar International, Singapore","institution_ids":["https://openalex.org/I4210144938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101726851","display_name":"Yi Ding","orcid":"https://orcid.org/0009-0007-7863-5080"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yi Ding","raw_affiliation_strings":["Nanyang Technological University,School of Computer Science and Engineering,Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Computer Science and Engineering,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038885602","display_name":"Kevin Lim Jun Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144938","display_name":"Wilmar International (Singapore)","ror":"https://ror.org/04v0xgx08","country_code":"SG","type":"company","lineage":["https://openalex.org/I4210144938"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Kevin Lim Jun Liang","raw_affiliation_strings":["Wilmar International,Singapore","Wilmar International, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wilmar International,Singapore","institution_ids":["https://openalex.org/I4210144938"]},{"raw_affiliation_string":"Wilmar International, Singapore","institution_ids":["https://openalex.org/I4210144938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100429710","display_name":"Zhuo Zhang","orcid":"https://orcid.org/0000-0002-6515-0021"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhuo Zhang","raw_affiliation_strings":["Institute for Infocomm Research,Agency for Science, Technology and Research,Singapore","Agency for Science, Technology and Research, Institute for Infocomm Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research,Agency for Science, Technology and Research,Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Agency for Science, Technology and Research, Institute for Infocomm Research, Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101991566","display_name":"Haihong Zhang","orcid":"https://orcid.org/0000-0003-3199-0126"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Haihong Zhang","raw_affiliation_strings":["Institute for Infocomm Research,Agency for Science, Technology and Research,Singapore","Agency for Science, Technology and Research, Institute for Infocomm Research, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research,Agency for Science, Technology and Research,Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Agency for Science, Technology and Research, Institute for Infocomm Research, Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031778999","display_name":"Cuntai Guan","orcid":"https://orcid.org/0000-0002-0872-3276"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Cuntai Guan","raw_affiliation_strings":["Nanyang Technological University,School of Computer Science and Engineering,Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Computer Science and Engineering,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10971","display_name":"Olfactory and Sensory Function Studies","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2809","display_name":"Sensory Systems"},"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/T10971","display_name":"Olfactory and Sensory Function Studies","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2809","display_name":"Sensory Systems"},"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9991999864578247,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9878000020980835,"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/odor","display_name":"Odor","score":0.7530815005302429},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7197246551513672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6330899596214294},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.551062285900116},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5255795121192932},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4800030589103699},{"id":"https://openalex.org/keywords/olfactory-system","display_name":"Olfactory system","score":0.4106752872467041},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.22790232300758362},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17798519134521484}],"concepts":[{"id":"https://openalex.org/C2778916471","wikidata":"https://www.wikidata.org/wiki/Q485537","display_name":"Odor","level":2,"score":0.7530815005302429},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7197246551513672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6330899596214294},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.551062285900116},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5255795121192932},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4800030589103699},{"id":"https://openalex.org/C201792869","wikidata":"https://www.wikidata.org/wiki/Q1054094","display_name":"Olfactory system","level":2,"score":0.4106752872467041},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.22790232300758362},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17798519134521484}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9892920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892920","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1598796236","https://openalex.org/W1993663906","https://openalex.org/W1995446935","https://openalex.org/W2000636583","https://openalex.org/W2002902937","https://openalex.org/W2009767195","https://openalex.org/W2023500019","https://openalex.org/W2031669175","https://openalex.org/W2045468728","https://openalex.org/W2048207916","https://openalex.org/W2057792096","https://openalex.org/W2087287335","https://openalex.org/W2089891369","https://openalex.org/W2100360414","https://openalex.org/W2119163516","https://openalex.org/W2132360759","https://openalex.org/W2135595031","https://openalex.org/W2194775991","https://openalex.org/W2237624733","https://openalex.org/W2345112827","https://openalex.org/W2489962068","https://openalex.org/W2533415546","https://openalex.org/W2559463885","https://openalex.org/W2569923154","https://openalex.org/W2570020959","https://openalex.org/W2605409611","https://openalex.org/W2606724187","https://openalex.org/W2741907166","https://openalex.org/W2797925092","https://openalex.org/W2912885887","https://openalex.org/W2925836809","https://openalex.org/W2952979532","https://openalex.org/W2973936937","https://openalex.org/W2979451071","https://openalex.org/W3018183990","https://openalex.org/W3040552008","https://openalex.org/W3091553737","https://openalex.org/W3102455230","https://openalex.org/W3148095804","https://openalex.org/W3201670961","https://openalex.org/W4295312788","https://openalex.org/W4385245566","https://openalex.org/W6635679246","https://openalex.org/W6679555981","https://openalex.org/W6736518430","https://openalex.org/W6739901393","https://openalex.org/W6766978945","https://openalex.org/W6792941364","https://openalex.org/W6963588625"],"related_works":["https://openalex.org/W2085677935","https://openalex.org/W2389617532","https://openalex.org/W2184842172","https://openalex.org/W2057749067","https://openalex.org/W3155832235","https://openalex.org/W2095641227","https://openalex.org/W4968207","https://openalex.org/W2043360411","https://openalex.org/W2533244814","https://openalex.org/W2055121244"],"abstract_inverted_index":{"The":[0],"olfactory":[1,203],"system":[2],"is":[3,92],"known":[4],"to":[5,40,45,49,74,85,112,121,142,150,158,172,180],"be":[6,27,38],"associated":[7],"with":[8],"emotion":[9],"during":[10],"odor":[11,24,46,218],"stimulation.":[12],"A":[13],"well-designed":[14],"computational":[15],"model":[16,120],"that":[17,207],"can":[18,26,37],"correctly":[19],"recognize":[20],"preference":[21],"induced":[22],"by":[23,131,185],"stimulation":[25,47,91],"vital":[28],"in":[29],"the":[30,42,76,96,100,105,109,113,119,123,129,133,160,174,182,187,208],"food":[31],"and":[32,54,87,192],"perfume":[33],"industries.":[34],"Electroencephalogram":[35],"(EEG)":[36],"used":[39],"study":[41],"brain's":[43],"response":[44],"due":[48],"its":[50],"good":[51],"temporal":[52,97,155,175,183],"resolution":[53],"low":[55],"acquisition":[56],"cost.":[57],"In":[58],"this":[59],"study,":[60],"we":[61,117],"proposed":[62,209],"a":[63,93,139,146,154,166,177,194],"novel":[64],"self-attention":[65,134,178],"deep":[66,214],"learning":[67,186,215],"framework:":[68],"Temporal":[69],"Segment":[70],"Attention":[71],"Network":[72],"(TESANet)":[73],"classify":[75],"brain":[77,110],"state":[78],"of":[79,99,108,128,138],"subjects":[80],"when":[81],"they":[82],"are":[83],"exposed":[84],"pleasant":[86],"unpleasant":[88],"odors.":[89],"Odor":[90],"continuous":[94,106],"process,":[95],"dynamics":[98,184],"EEG":[101,130,204],"signal":[102],"should":[103],"reflect":[104],"changes":[107],"responses":[111],"given":[114],"odor,":[115],"thus":[116],"design":[118],"capture":[122],"intercorrelation":[124,188],"between":[125,189],"time":[126,164,190],"segments":[127],"utilizing":[132],"mechanism.":[135],"TESANet":[136],"consists":[137],"filter-bank":[140],"layer":[141,149,157,171,179,197],"extract":[143,151],"spectral":[144],"features,":[145,153],"spatial":[147,152],"convolution":[148],"segmentation":[156],"split":[159],"data":[161],"into":[162],"overlapping":[163],"windows,":[165],"Long":[167],"Short-Term":[168],"Memory":[169],"(LSTM)":[170],"encode":[173],"segments,":[176,191],"decode":[181],"finally":[193],"fully":[195],"connected":[196],"for":[198,217],"classification.":[199,220],"Experiments":[200],"on":[201],"an":[202],"dataset":[205],"demonstrated":[206],"method":[210],"outperforms":[211],"other":[212],"competing":[213],"methods":[216],"pleasantness":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
