{"id":"https://openalex.org/W4400228817","doi":"https://doi.org/10.1109/tcss.2024.3411616","title":"MMPF: Multimodal Purification Fusion for Automatic Depression Detection","display_name":"MMPF: Multimodal Purification Fusion for Automatic Depression Detection","publication_year":2024,"publication_date":"2024-07-02","ids":{"openalex":"https://openalex.org/W4400228817","doi":"https://doi.org/10.1109/tcss.2024.3411616"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3411616","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3411616","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/A5036995131","display_name":"Biao Yang","orcid":"https://orcid.org/0000-0002-4434-0141"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Yang","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4434-0141","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102997030","display_name":"Miaomiao Cao","orcid":"https://orcid.org/0009-0000-6124-3637"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaomiao Cao","raw_affiliation_strings":["School of Computer Science and Artificial Intelligence, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-6124-3637","affiliations":[{"raw_affiliation_string":"School of Computer Science and Artificial Intelligence, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100617551","display_name":"Xianlin Zhu","orcid":"https://orcid.org/0009-0006-3051-5015"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianlin Zhu","raw_affiliation_strings":["Clinical Psychology, The Third Affiliated Hospital of Soochow University, Changzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-3051-5015","affiliations":[{"raw_affiliation_string":"Clinical Psychology, The Third Affiliated Hospital of Soochow University, Changzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057115706","display_name":"Su-Hong Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suhong Wang","raw_affiliation_strings":["Clinical Psychology, The Third Affiliated Hospital of Soochow University, Changzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-3528-7696","affiliations":[{"raw_affiliation_string":"Clinical Psychology, The Third Affiliated Hospital of Soochow University, Changzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052883667","display_name":"Changchun Yang","orcid":"https://orcid.org/0000-0001-9567-630X"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changchun Yang","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9567-630X","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044001811","display_name":"Rongrong Ni","orcid":"https://orcid.org/0000-0002-1869-1159"},"institutions":[{"id":"https://openalex.org/I4210153482","display_name":"Changzhou University","ror":"https://ror.org/04ymgwq66","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongrong Ni","raw_affiliation_strings":["School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-1869-1159","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Control Engineering, Changzhou University, Changzhou, China","institution_ids":["https://openalex.org/I4210153482"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100359300","display_name":"Xiaofeng Liu","orcid":"https://orcid.org/0000-0003-1310-6739"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofeng Liu","raw_affiliation_strings":["School of Internet of Things Engineering, Hohai University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1310-6739","affiliations":[{"raw_affiliation_string":"School of Internet of Things Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.9259,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.93711649,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"11","issue":"6","first_page":"7421","last_page":"7434"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9086999893188477,"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":0.9086999893188477,"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/sensor-fusion","display_name":"Sensor fusion","score":0.5439633131027222},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5320082306861877},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5297385454177856},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.46250268816947937},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4492015242576599}],"concepts":[{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.5439633131027222},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5320082306861877},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5297385454177856},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.46250268816947937},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4492015242576599},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2024.3411616","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3411616","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2123442489","https://openalex.org/W2148562040","https://openalex.org/W2394851080","https://openalex.org/W2530421149","https://openalex.org/W2531271152","https://openalex.org/W2607644382","https://openalex.org/W2889056793","https://openalex.org/W2889378348","https://openalex.org/W2972853497","https://openalex.org/W2973518854","https://openalex.org/W2980931499","https://openalex.org/W2981501230","https://openalex.org/W3015554124","https://openalex.org/W3034849760","https://openalex.org/W3035333188","https://openalex.org/W3101080567","https://openalex.org/W3111353424","https://openalex.org/W3139831923","https://openalex.org/W3182607842","https://openalex.org/W3211189476","https://openalex.org/W4213061103","https://openalex.org/W4213368610","https://openalex.org/W4214576234","https://openalex.org/W4224924082","https://openalex.org/W4288804239","https://openalex.org/W4308521152","https://openalex.org/W4312639100","https://openalex.org/W4313443450","https://openalex.org/W4313887688","https://openalex.org/W4321353437","https://openalex.org/W4327657987","https://openalex.org/W4385245566","https://openalex.org/W4402818244","https://openalex.org/W6691669583","https://openalex.org/W6766978945","https://openalex.org/W6776350323","https://openalex.org/W6780800997","https://openalex.org/W6784323503","https://openalex.org/W6797528369","https://openalex.org/W6803448863","https://openalex.org/W6838923520"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W2353265673","https://openalex.org/W2031175860","https://openalex.org/W2152662039"],"abstract_inverted_index":{"Depression":[0],"is":[1,63,98,136,148,158],"a":[2,44,57,116],"common":[3,103],"mental":[4],"disorder":[5],"that":[6],"requires":[7],"objective":[8],"and":[9,28,31,74,83,104,125,154,169,174],"valid":[10],"assessment":[11],"tools.":[12],"However,":[13],"purely":[14],"data-driven":[15],"methods":[16],"cannot":[17],"satisfy":[18],"the":[19,29,76,134,161],"clinical":[20],"diagnostic":[21],"criteria":[22],"for":[23,48],"automatic":[24],"depression":[25,70,92,176],"detection":[26],"(ADD),":[27],"instability":[30],"heterogeneity":[32],"of":[33,167],"multimodal":[34,52,95,140,175],"data":[35,71],"have":[36],"not":[37],"been":[38],"fully":[39],"resolved.":[40],"Therefore,":[41],"we":[42,80,114],"propose":[43],"novel":[45],"auxiliary":[46],"tool":[47],"ADD":[49],"based":[50,132],"on":[51,133,160],"purification":[53,96],"fusion":[54],"(MMPF).":[55],"Initially,":[56],"prior":[58],"constraint":[59],"gating":[60],"(PCG)":[61],"strategy":[62,121,147],"used":[64],"to":[65,72,86,100,122,138,150],"inject":[66],"doctors\u2019":[67],"constraints":[68],"into":[69],"guide":[73],"constrain":[75],"learning":[77,119,145],"process.":[78],"Then,":[79],"introduce":[81],"text":[82],"audio":[84],"encoders":[85],"extract":[87,101],"unpurified":[88,108,124],"features":[89,106],"from":[90,107],"preprocessed":[91],"data.":[93],"Afterward,":[94],"refinement":[97],"proposed":[99,137],"unintersected":[102],"specific":[105],"features,":[109],"generating":[110],"purified":[111,126],"features.":[112,127],"Meanwhile,":[113],"leverage":[115],"multiperspective":[117],"contrastive":[118],"(MCL)":[120],"enhance":[123],"Finally,":[128],"modality":[129,152],"interaction":[130],"(MI)":[131],"transformer":[135],"conduct":[139],"fusion.":[141],"A":[142],"dynamic":[143],"corrective":[144],"(DCL)":[146],"introduced":[149],"tackle":[151],"imbalances":[153],"inconsistent":[155],"sentiment.":[156],"MMPF":[157],"evaluated":[159],"Distress":[162],"Analysis":[163],"Interview":[164],"Corpus":[165],"Wizard":[166],"Oz":[168],"performs":[170],"promisingly":[171],"in":[172,182],"unimodal":[173],"detection,":[177],"indicating":[178],"its":[179],"significant":[180],"role":[181],"ADD.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
