{"id":"https://openalex.org/W4412972406","doi":"https://doi.org/10.1109/tcss.2025.3576373","title":"ACM-GNN: Adaptive Cluster-Oriented Modularity Graph Neural Network for EEG Depression Detection","display_name":"ACM-GNN: Adaptive Cluster-Oriented Modularity Graph Neural Network for EEG Depression Detection","publication_year":2025,"publication_date":"2025-07-17","ids":{"openalex":"https://openalex.org/W4412972406","doi":"https://doi.org/10.1109/tcss.2025.3576373"},"language":null,"primary_location":{"id":"doi:10.1109/tcss.2025.3576373","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3576373","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5100378800","display_name":"Tong Zhang","orcid":"https://orcid.org/0000-0002-7025-6365"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tong Zhang","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102992765","display_name":"Tingting Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Hu","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112971247","display_name":"Mengqi Wu","orcid":"https://orcid.org/0000-0001-8925-5891"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqi Wu","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101757197","display_name":"Z. J. Xu","orcid":"https://orcid.org/0009-0003-3979-352X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihua Xu","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100643265","display_name":"C. L. Philip Chen","orcid":"https://orcid.org/0000-0001-5451-7230"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"C. L. Philip Chen","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Computational AI Models and Cognitive Intelligence, the School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100378800"],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":1.4909,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.84671016,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"13","issue":"1","first_page":"208","last_page":"220"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9452999830245972,"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":0.9452999830245972,"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/modularity","display_name":"Modularity (biology)","score":0.8121652007102966},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6308150887489319},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5224420428276062},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48523592948913574},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4618714153766632},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.43993815779685974},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41465556621551514},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2201855480670929},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.19905728101730347},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.15789276361465454}],"concepts":[{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.8121652007102966},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6308150887489319},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5224420428276062},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48523592948913574},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4618714153766632},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.43993815779685974},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41465556621551514},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2201855480670929},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.19905728101730347},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15789276361465454},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2025.3576373","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3576373","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1977556410","https://openalex.org/W2036309320","https://openalex.org/W2076380208","https://openalex.org/W2097194831","https://openalex.org/W2101972387","https://openalex.org/W2105931454","https://openalex.org/W2513975684","https://openalex.org/W2559463885","https://openalex.org/W2575898858","https://openalex.org/W2765906219","https://openalex.org/W2766211031","https://openalex.org/W2770503336","https://openalex.org/W2901504064","https://openalex.org/W2911415866","https://openalex.org/W2914503519","https://openalex.org/W2947343305","https://openalex.org/W2960799161","https://openalex.org/W2963406064","https://openalex.org/W2964546587","https://openalex.org/W2989963038","https://openalex.org/W2997025969","https://openalex.org/W3004599123","https://openalex.org/W3113102112","https://openalex.org/W3116201721","https://openalex.org/W3126085817","https://openalex.org/W3134204148","https://openalex.org/W3159456745","https://openalex.org/W3197261948","https://openalex.org/W4223474672","https://openalex.org/W4224247713","https://openalex.org/W4224313135","https://openalex.org/W4225411558","https://openalex.org/W4225788814","https://openalex.org/W4280533611","https://openalex.org/W4284887989","https://openalex.org/W4302275554","https://openalex.org/W4310837858","https://openalex.org/W4312891224","https://openalex.org/W4319934143","https://openalex.org/W4367185426","https://openalex.org/W4383112473","https://openalex.org/W4384161829","https://openalex.org/W4385318644","https://openalex.org/W4385627244","https://openalex.org/W4388304090","https://openalex.org/W4389542950","https://openalex.org/W4390577863","https://openalex.org/W4391173359","https://openalex.org/W4391359852","https://openalex.org/W4392188325","https://openalex.org/W4392309135","https://openalex.org/W4392731282","https://openalex.org/W4396542702","https://openalex.org/W4399555970","https://openalex.org/W4400975551","https://openalex.org/W4401895952","https://openalex.org/W4404238471","https://openalex.org/W4406807125"],"related_works":["https://openalex.org/W4230687177","https://openalex.org/W1968829728","https://openalex.org/W2349859869","https://openalex.org/W4316651471","https://openalex.org/W3120118008","https://openalex.org/W2051365847","https://openalex.org/W2367249529","https://openalex.org/W2027187261","https://openalex.org/W2088885441","https://openalex.org/W1943342825"],"abstract_inverted_index":{"Major":[0],"depressive":[1],"disorder":[2],"(MDD)":[3],"is":[4],"typically":[5],"accompanied":[6],"by":[7,142],"varying":[8],"topological":[9,31,77],"dynamics":[10],"across":[11],"brain":[12,37,95,106,172],"network":[13,69],"modularity":[14,66,85,107,115,130],"due":[15],"to":[16,46,71,108],"the":[17,28,52,73,159,163,175],"influence":[18],"of":[19,54,75,177],"time-variant":[20],"and":[21,129,155],"subject-specific":[22],"factors.":[23],"Current":[24],"works":[25],"primarily":[26],"characterize":[27],"electroencephalograms":[29],"(EEG)":[30],"relationships":[32],"based":[33,97],"on":[34,98,150,171],"prior":[35],"predefined":[36,41],"regions.":[38],"However,":[39],"this":[40,133],"strategy":[42],"cannot":[43],"dynamically":[44,89],"fit":[45,109],"different":[47,94,110,147],"individuals,":[48],"which":[49],"may":[50],"affect":[51],"adaptability":[53,74],"unseen":[55],"individual":[56,76,111],"for":[57,79,181],"depression":[58,80,166,182],"detection.":[59,81,183],"This":[60],"article":[61],"proposes":[62],"an":[63],"adaptive":[64],"cluster-oriented":[65,84],"graph":[67,116,123],"neural":[68],"(ACM-GNN)":[70],"enhance":[72],"interaction":[78,117,125],"Specifically,":[82],"a":[83,114],"construction":[86],"(CMC)":[87],"module":[88,120],"clusters":[90],"EEG":[91,127,165],"channels":[92],"into":[93],"regions":[96],"channel-pairs":[99],"contrastive":[100],"learning.":[101],"It":[102],"can":[103,139],"adaptively":[104],"construct":[105],"instances.":[112],"Furthermore,":[113],"learning":[118],"(MGIL)":[119],"performs":[121],"multilayer":[122],"information":[124,138],"between":[126],"globality":[128],"levels.":[131,148],"In":[132],"way,":[134],"more":[135],"powerful":[136],"hierarchical":[137],"be":[140],"integrated":[141],"further":[143],"aggregating":[144],"representations":[145],"at":[146],"Experiments":[149],"two":[151],"public":[152],"datasets,":[153],"MODMA":[154],"PRED+CT,":[156],"demonstrate":[157],"that":[158],"proposed":[160],"method":[161],"outperforms":[162],"state-of-the-art":[164],"detection":[167],"methods.":[168],"Finally,":[169],"investigations":[170],"activities":[173],"reveal":[174],"importance":[176],"dynamic":[178],"modular":[179],"relations":[180]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-02-14T06:23:00.392402","created_date":"2025-10-22T00:00:00"}