{"id":"https://openalex.org/W4410343007","doi":"https://doi.org/10.1109/tfuzz.2025.3569888","title":"MF$^{2}$-Net: Exploring a Meta-Fuzzy Multimodal Fusion Network for Depression Recognition","display_name":"MF$^{2}$-Net: Exploring a Meta-Fuzzy Multimodal Fusion Network for Depression Recognition","publication_year":2025,"publication_date":"2025-05-13","ids":{"openalex":"https://openalex.org/W4410343007","doi":"https://doi.org/10.1109/tfuzz.2025.3569888"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2025.3569888","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3569888","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy 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/A5062623705","display_name":"Jian Shen","orcid":"https://orcid.org/0000-0001-6099-3209"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Shen","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6099-3209","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107808550","display_name":"Jinwen Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinwen Wu","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-8068-9891","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415515","display_name":"Yanan Zhang","orcid":"https://orcid.org/0009-0000-3501-5796"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Zhang","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0000-3501-5796","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kexin Zhu","orcid":"https://orcid.org/0009-0007-1949-2753"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kexin Zhu","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-1949-2753","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kang Wang","orcid":"https://orcid.org/0009-0004-5913-7527"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kang Wang","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0004-5913-7527","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011995971","display_name":"Wenbo Hu","orcid":"https://orcid.org/0000-0002-8482-9400"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Hu","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028970508","display_name":"Kechen Hou","orcid":"https://orcid.org/0009-0007-7419-007X"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kechen Hou","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-7419-007X","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032971738","display_name":"Kun Qian","orcid":"https://orcid.org/0000-0002-1918-6453"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Qian","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1918-6453","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaowei Zhang","orcid":"https://orcid.org/0000-0001-8562-416X"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaowei Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8562-416X","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I142415962","display_name":"Beijing Institute of Education","ror":"https://ror.org/03aefdx31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142415962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3514-5413","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683","https://openalex.org/I142415962"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.2677,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99434419,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"33","issue":"9","first_page":"2924","last_page":"2936"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9010999798774719,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9010999798774719,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5568592548370361},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5526193976402283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5416470170021057},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.449301540851593},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4206584095954895},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3253580927848816},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32352033257484436}],"concepts":[{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5568592548370361},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5526193976402283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5416470170021057},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.449301540851593},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4206584095954895},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3253580927848816},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32352033257484436}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2025.3569888","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3569888","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1056251607","display_name":null,"funder_award_id":"62227807","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1558337452","display_name":"\u9762\u5411\u6291\u90c1\u969c\u788d\u8bc6\u522b\u7684\u591a\u6a21\u6001\u751f\u7406\u4fe1\u53f7\u795e\u7ecf\u673a\u5236\u534f\u540c\u878d\u5408\u5efa\u6a21\u7814\u7a76","funder_award_id":"62072219","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G712147952","display_name":null,"funder_award_id":"62373057","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":45,"referenced_works":["https://openalex.org/W1592572926","https://openalex.org/W1995875735","https://openalex.org/W1998632635","https://openalex.org/W2017713202","https://openalex.org/W2056223156","https://openalex.org/W2062118960","https://openalex.org/W2064675550","https://openalex.org/W2122111042","https://openalex.org/W2124609941","https://openalex.org/W2131774270","https://openalex.org/W2149706766","https://openalex.org/W2158275940","https://openalex.org/W2171590421","https://openalex.org/W2266871031","https://openalex.org/W2309693750","https://openalex.org/W2910445838","https://openalex.org/W2964278775","https://openalex.org/W2967182021","https://openalex.org/W2970963824","https://openalex.org/W3081111248","https://openalex.org/W3082549144","https://openalex.org/W3116201721","https://openalex.org/W3121117531","https://openalex.org/W3123510091","https://openalex.org/W3126085817","https://openalex.org/W3206271837","https://openalex.org/W3215186461","https://openalex.org/W4205530504","https://openalex.org/W4224247713","https://openalex.org/W4256049924","https://openalex.org/W4295015291","https://openalex.org/W4309166667","https://openalex.org/W4313443450","https://openalex.org/W4327756633","https://openalex.org/W4353007065","https://openalex.org/W4364302344","https://openalex.org/W4382722262","https://openalex.org/W4385880388","https://openalex.org/W4386025684","https://openalex.org/W4387686540","https://openalex.org/W4397026515","https://openalex.org/W4398249769","https://openalex.org/W4400770879","https://openalex.org/W4404538860","https://openalex.org/W6959705997"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2961085424","https://openalex.org/W2362198218","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W1982750869","https://openalex.org/W2085756966","https://openalex.org/W2350679292","https://openalex.org/W2086348228"],"abstract_inverted_index":{"Depression":[0],"is":[1],"a":[2,64,156],"prevalent":[3],"mental":[4],"illness":[5],"that":[6],"significantly":[7],"impacts":[8],"the":[9,14,28,39,90,127,136,168,172],"well-being":[10],"of":[11,16,93,138,175],"individuals":[12],"and":[13,25,50,82,97,105,135,162,166],"development":[15],"society.":[17],"The":[18],"current":[19],"diagnostic":[20],"methods":[21,34],"are":[22],"largely":[23],"subjective":[24],"time-consuming.":[26],"Moreover,":[27],"existing":[29],"machine":[30],"learning-based":[31],"depression":[32,55,74,140,178],"recognition":[33,56],"struggle":[35],"to":[36,88,130,170],"fully":[37],"exploit":[38],"collaborative":[40],"benefits":[41],"between":[42],"modalities,":[43],"lack":[44],"interpretability":[45],"in":[46,53,148],"their":[47],"fusion":[48,67,111],"processes,":[49],"perform":[51],"inadequately":[52],"few-shot":[54,123],"tasks.":[57],"To":[58],"address":[59],"these":[60],"challenges,":[61],"we":[62,117],"propose":[63],"meta-fuzzy":[65],"multimodal":[66,139],"network":[68],"(MF<inline-formula":[69],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[70],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[71],"notation=\"LaTeX\">$^{2}$</tex-math></inline-formula>-Net)":[72],"for":[73,121,159],"recognition.":[75],"This":[76],"innovative":[77],"approach":[78],"integrates":[79],"physiological":[80],"signals":[81],"behavioral":[83],"data,":[84],"employs":[85],"multiple":[86],"MLPs":[87],"learn":[89],"fuzzy":[91,103,114],"measures":[92],"single":[94],"base":[95],"learners":[96],"complementary":[98],"increments,":[99],"then":[100],"constructs":[101],"all":[102],"measures,":[104],"finally":[106],"achieves":[107],"an":[108],"interpretable":[109],"decision-level":[110],"process":[112],"through":[113],"integrals.":[115],"Furthermore,":[116],"incorporate":[118],"model-agnostic":[119],"meta-learning":[120],"conducting":[122],"domain-adaptive":[124],"training,":[125],"mitigating":[126],"issues":[128],"related":[129],"high":[131],"individual":[132],"variability":[133],"levels":[134],"scarcity":[137],"data.":[141],"Our":[142],"method":[143],"demonstrates":[144],"exceptional":[145],"classification":[146],"performance":[147],"subject-independent":[149],"experiments":[150],"implemented":[151],"on":[152],"public":[153],"datasets;":[154],"offers":[155],"reliable":[157],"solution":[158],"objectively,":[160],"effectively,":[161],"conveniently":[163],"recognizing":[164],"depression;":[165],"has":[167],"potential":[169],"promote":[171],"clinical":[173],"applications":[174],"rapid":[176],"intelligent":[177],"diagnosis.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
