{"id":"https://openalex.org/W7126044823","doi":"https://doi.org/10.1109/bibm66473.2025.11356971","title":"NLCTCN: A Non-Local Temporal Convolutional Framework for Spatiotemporal Modeling in Multichannel EEG","display_name":"NLCTCN: A Non-Local Temporal Convolutional Framework for Spatiotemporal Modeling in Multichannel EEG","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126044823","doi":"https://doi.org/10.1109/bibm66473.2025.11356971"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11356971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5124227810","display_name":"Han Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Zhang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086756769","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0003-1682-2394"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanqing Yang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124249066","display_name":"Zechen Li","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zechen Li","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086756769","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0003-1682-2394"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leping Yang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059026583","display_name":"Yiheng Bian","orcid":"https://orcid.org/0000-0002-7377-3878"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiheng Bian","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124277607","display_name":"Dian Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dian Ding","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080440767","display_name":"Leyu Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leyu Jiang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121479470","display_name":"Yi-Chao Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi-Chao Chen","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047289058","display_name":"Guangtao Xue","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangtao Xue","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Computer Science and Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.66559633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3260","last_page":"3265"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9936000108718872,"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":0.9936000108718872,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.002400000113993883,"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":0.00039999998989515007,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6547999978065491},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.5903000235557556},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.5271000266075134},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5063999891281128},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4499000012874603},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.40619999170303345}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8224999904632568},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6547999978065491},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6165000200271606},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.5903000235557556},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.5271000266075134},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5063999891281128},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4499000012874603},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.40619999170303345},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.3490999937057495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32600000500679016},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3125},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2741999924182892},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2646999955177307}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11356971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11356971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2116175010","display_name":null,"funder_award_id":"61936015,62502303","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W287014092","https://openalex.org/W1947251450","https://openalex.org/W1994518960","https://openalex.org/W2001097956","https://openalex.org/W2004524042","https://openalex.org/W2063598276","https://openalex.org/W2065400501","https://openalex.org/W2105400683","https://openalex.org/W2106821039","https://openalex.org/W2120945046","https://openalex.org/W2170377367","https://openalex.org/W2181943201","https://openalex.org/W2239185675","https://openalex.org/W2313320147","https://openalex.org/W2327450850","https://openalex.org/W2518937691","https://openalex.org/W2553915786","https://openalex.org/W2598525681","https://openalex.org/W2598673810","https://openalex.org/W2599124244","https://openalex.org/W2625929003","https://openalex.org/W2751594996","https://openalex.org/W2759483166","https://openalex.org/W2778978785","https://openalex.org/W2786768213","https://openalex.org/W2901504064","https://openalex.org/W2969889150","https://openalex.org/W2970408855","https://openalex.org/W2996840610","https://openalex.org/W3047566092","https://openalex.org/W3105750503","https://openalex.org/W3113878940","https://openalex.org/W3179429918","https://openalex.org/W3195654500","https://openalex.org/W4211075179","https://openalex.org/W4220704297","https://openalex.org/W4226336886","https://openalex.org/W4312984402","https://openalex.org/W4378804858","https://openalex.org/W4385245566","https://openalex.org/W4386569931","https://openalex.org/W4401253553","https://openalex.org/W4403278133","https://openalex.org/W4403674916"],"related_works":[],"abstract_inverted_index":{"Electroencephalography":[0],"(EEG)":[1],"analysis":[2],"plays":[3],"a":[4,97,105,122],"crit-ical":[5],"role":[6],"in":[7,25,57,72,115,196],"applications":[8],"such":[9],"as":[10],"brain-computer":[11],"interfaces,":[12],"epilepsy":[13],"detection,":[14],"and":[15,32,61,83,111,139,163,190,203],"cognitive":[16,161],"state":[17],"recognition.":[18],"However,":[19],"EEG":[20,50,154],"data":[21],"are":[22,149],"often":[23],"limited":[24],"volume":[26],"due":[27],"to":[28,54,79,109,133],"high":[29],"acquisition":[30],"costs":[31],"exhibit":[33],"complex":[34],"spatio-temporal":[35,199],"coupling":[36],"across":[37],"multiple":[38],"channels.":[39,89],"Convolutional":[40,101],"Neural":[41],"Networks":[42],"(CNNs)":[43],"have":[44],"become":[45],"the":[46,68,188,193],"predominant":[47],"approach":[48,195],"for":[49,143],"signal":[51],"analysis,":[52],"owing":[53],"their":[55,77,141],"effectiveness":[56,189],"local":[58],"feature":[59],"extraction":[60],"compatibility":[62],"with":[63],"grid-like":[64],"sensor":[65],"topologies.":[66],"Nevertheless,":[67],"locality":[69],"as-sumption":[70],"inherent":[71],"conventional":[73],"CNN":[74,131],"s":[75],"restricts":[76],"ability":[78],"capture":[80],"functional":[81],"connectivity":[82],"dynamic":[84],"dependencies":[85],"between":[86],"spatially":[87],"distant":[88],"To":[90],"address":[91],"this":[92],"limitation,":[93],"we":[94],"propose":[95],"NLCTCN,":[96],"novel":[98],"non-local":[99,137,198],"Temporal":[100],"Network":[102],"that":[103,169],"leverages":[104],"hierarchical":[106],"greedy":[107],"strategy":[108],"identify":[110],"exploit":[112],"long-range":[113],"correlations":[114],"multi-channel":[116,204],"time":[117],"series.":[118],"We":[119],"further":[120],"introduce":[121],"new":[123],"fusion":[124],"scheme,":[125],"integrated":[126],"into":[127],"an":[128,179],"end-to-end":[129],"lightweight":[130],"architecture":[132],"effectively":[134],"combine":[135],"these":[136],"interactions":[138],"optimize":[140],"configurations":[142],"improved":[144],"predictive":[145],"performance.":[146],"Experimental":[147],"results":[148,167,186],"presented":[150],"on":[151],"10":[152],"real-world":[153],"datasets.":[155],"These":[156,185],"datasets":[157],"cover":[158],"human":[159],"physiology,":[160],"tasks,":[162],"clinical":[164],"applications.":[165],"The":[166],"show":[168],"NLCTCN":[170,177],"significantly":[171],"outperforms":[172],"state-of-the-art":[173],"methods.":[174],"On":[175],"average,":[176],"achieves":[178],"accuracy":[180],"improvement":[181],"of":[182,192],"7.5":[183],"%.":[184],"validate":[187],"superiority":[191],"proposed":[194],"modeling":[197],"dynamics":[200],"under":[201],"data-scarce":[202],"conditions.":[205]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-01-30T00:00:00"}