{"id":"https://openalex.org/W4386222461","doi":"https://doi.org/10.1142/s0129065723500557","title":"Multi-View Graph Contrastive Learning via Adaptive Channel Optimization for Depression Detection in EEG Signals","display_name":"Multi-View Graph Contrastive Learning via Adaptive Channel Optimization for Depression Detection in EEG Signals","publication_year":2023,"publication_date":"2023-08-28","ids":{"openalex":"https://openalex.org/W4386222461","doi":"https://doi.org/10.1142/s0129065723500557","pmid":"https://pubmed.ncbi.nlm.nih.gov/37899654"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065723500557","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065723500557","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5090396017","display_name":"Shuangyong Zhang","orcid":"https://orcid.org/0009-0004-4965-116X"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuangyong Zhang","raw_affiliation_strings":["School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0004-4965-116X","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370862","display_name":"Hong Wang","orcid":"https://orcid.org/0000-0001-5727-7834"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hong Wang","raw_affiliation_strings":["School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0001-5727-7834","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000400456","display_name":"Zixi Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zixi Zheng","raw_affiliation_strings":["School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0004-8262-2723","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115666590","display_name":"Tianyu Liu","orcid":"https://orcid.org/0000-0003-0774-8663"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyu Liu","raw_affiliation_strings":["School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0003-0774-8663","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100662470","display_name":"Weixin Li","orcid":"https://orcid.org/0009-0004-2178-5094"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weixin Li","raw_affiliation_strings":["School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0004-2178-5094","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101705136","display_name":"Zishan Zhang","orcid":"https://orcid.org/0009-0006-0190-7773"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zishan Zhang","raw_affiliation_strings":["School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0006-0190-7773","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering Shandong Normal University, Jinan 250014, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065216523","display_name":"Yanshen Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yanshen Sun","raw_affiliation_strings":["Department of Computer Science, Virginia Tech, Blacksburg 24061, USA"],"raw_orcid":"https://orcid.org/0000-0001-6048-2978","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Virginia Tech, Blacksburg 24061, USA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5065216523","https://openalex.org/A5100370862"],"corresponding_institution_ids":["https://openalex.org/I28006308","https://openalex.org/I859038795"],"apc_list":null,"apc_paid":null,"fwci":2.1844,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.87812327,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"33","issue":"11","first_page":"2350055","last_page":"2350055"},"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9994000196456909,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.938116192817688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7615038156509399},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6735784411430359},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6392910480499268},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5659857392311096},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.5156489610671997},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4828648865222931},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45289790630340576},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4333113729953766},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.10256794095039368},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09418657422065735}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.938116192817688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7615038156509399},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6735784411430359},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6392910480499268},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5659857392311096},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5156489610671997},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4828648865222931},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45289790630340576},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4333113729953766},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.10256794095039368},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09418657422065735},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":[{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065723500557","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065723500557","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:37899654","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37899654","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1320128148","display_name":null,"funder_award_id":"ZR2021MF118","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4073614178","display_name":null,"funder_award_id":"ZR2020LZH008","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G6851897821","display_name":"\u9762\u5411\u7535\u5b50\u75c5\u5386\u52a8\u6001\u5efa\u6a21\u7684\u53ef\u89e3\u91ca\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u7814\u7a76","funder_award_id":"62072290","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7921717826","display_name":"\u6162\u6027\u963b\u585e\u6027\u80ba\u75be\u75c5\u5408\u5e76\u6291\u90c1\u75c7\u7684\u52a8\u6001\u591a\u6a21\u7f51\u7edc\u6a21\u578b\u7814\u7a76","funder_award_id":"61672329","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"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1488104929","https://openalex.org/W1879995557","https://openalex.org/W1974028377","https://openalex.org/W1985329916","https://openalex.org/W1996187129","https://openalex.org/W2008056655","https://openalex.org/W2008353468","https://openalex.org/W2009167361","https://openalex.org/W2043705607","https://openalex.org/W2059099352","https://openalex.org/W2079277602","https://openalex.org/W2079426910","https://openalex.org/W2116888785","https://openalex.org/W2129109788","https://openalex.org/W2159516675","https://openalex.org/W2167602908","https://openalex.org/W2273292076","https://openalex.org/W2559463885","https://openalex.org/W2606296795","https://openalex.org/W2606408532","https://openalex.org/W2741907166","https://openalex.org/W2800428573","https://openalex.org/W2884795302","https://openalex.org/W2905299149","https://openalex.org/W2960799161","https://openalex.org/W2992992529","https://openalex.org/W3007289630","https://openalex.org/W3102455230","https://openalex.org/W3114171797","https://openalex.org/W3116201721","https://openalex.org/W3131775586","https://openalex.org/W3159456745","https://openalex.org/W3198543070","https://openalex.org/W4220805741","https://openalex.org/W4221092151","https://openalex.org/W4225788814","https://openalex.org/W4225900388","https://openalex.org/W4225917240","https://openalex.org/W4238322972","https://openalex.org/W4280533611","https://openalex.org/W4281994922","https://openalex.org/W4284887989","https://openalex.org/W4312222040","https://openalex.org/W4312891224","https://openalex.org/W4313423841","https://openalex.org/W4313558164"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W4247136043","https://openalex.org/W2032664813"],"abstract_inverted_index":{"Automated":[0],"detection":[1,23,87,114,231],"of":[2,60,71,136,176,194,247],"depression":[3,86,113,230,248],"using":[4,232],"Electroencephalogram":[5],"(EEG)":[6],"signals":[7,73,138,235],"has":[8,74,238],"become":[9],"a":[10,100,186,225],"promising":[11,226],"application":[12],"in":[13,46,115,250],"advanced":[14,217],"bioinformatics":[15],"technology.":[16],"Although":[17],"current":[18],"methods":[19],"have":[20,200],"achieved":[21],"high":[22],"performance,":[24],"several":[25],"challenges":[26],"still":[27],"need":[28],"to":[29,79,90,139,171,190,241],"be":[30],"addressed:":[31],"(1)":[32],"Previous":[33],"studies":[34],"do":[35],"not":[36,75,222],"consider":[37],"data":[38,141],"redundancy":[39],"when":[40],"modeling":[41],"multi-channel":[42],"EEG":[43,61,72,116,137,234],"signals,":[44,62],"resulting":[45],"some":[47],"unrecognized":[48],"noise":[49],"channels":[50,126],"remaining.":[51],"(2)":[52],"Most":[53],"works":[54],"focus":[55],"on":[56,153,203],"the":[57,119,124,129,144,161,191,195,207,215,239,243],"functional":[58,154],"connection":[59],"ignoring":[63],"their":[64],"spatial":[65,68,157],"proximity.":[66,158],"The":[67],"topological":[69],"structure":[70],"been":[76,201],"fully":[77],"utilized":[78],"capture":[80,172],"more":[81,173],"fine-grained":[82,174],"features.":[83],"(3)":[84],"Prior":[85],"models":[88],"fail":[89],"provide":[91],"interpretability.":[92],"To":[93],"address":[94],"these":[95],"challenges,":[96],"this":[97],"paper":[98],"proposes":[99],"new":[101],"model,":[102],"Multi-view":[103],"Graph":[104],"Contrastive":[105],"Learning":[106],"via":[107],"Adaptive":[108],"Channel":[109],"Optimization":[110],"(MGCL-ACO)":[111],"for":[112,228],"signals.":[117],"Specifically,":[118],"proposed":[120,212,220],"model":[121,146,181,213,221],"first":[122],"selects":[123],"critical":[125],"by":[127,165,184],"maximizing":[128],"mutual":[130],"information":[131],"between":[132],"tracks":[133],"and":[134,156,168,206,245],"labels":[135],"eliminate":[140],"redundancy.":[142],"Then,":[143],"MGCL-ACO":[145,159],"builds":[147],"two":[148],"similarity":[149],"metric":[150],"views":[151],"based":[152],"connectivity":[155],"constructs":[160],"feature":[162],"extraction":[163],"module":[164],"graph":[166],"convolutions":[167],"contrastive":[169],"learning":[170],"features":[175],"different":[177],"perspectives.":[178],"Finally,":[179],"our":[180,211],"provides":[182,224],"interpretability":[183,246],"visualizing":[185],"brain":[187],"map":[188],"related":[189],"significance":[192],"scores":[193],"selected":[196],"channels.":[197],"Extensive":[198],"experiments":[199],"performed":[202],"public":[204],"datasets,":[205],"results":[208],"show":[209],"that":[210],"outperforms":[214],"most":[216],"baselines.":[218],"Our":[219],"only":[223],"approach":[227],"automated":[229],"optimal":[233],"but":[236],"also":[237],"potential":[240],"improve":[242],"accuracy":[244],"diagnosis":[249],"clinical":[251],"practice.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2025-10-10T00:00:00"}
