{"id":"https://openalex.org/W4414562669","doi":"https://doi.org/10.1093/comjnl/bxaf110","title":"Multimodal sentiment analysis based on expert feature-aligned diffusion under uncertain image modality","display_name":"Multimodal sentiment analysis based on expert feature-aligned diffusion under uncertain image modality","publication_year":2025,"publication_date":"2025-09-24","ids":{"openalex":"https://openalex.org/W4414562669","doi":"https://doi.org/10.1093/comjnl/bxaf110"},"language":"en","primary_location":{"id":"doi:10.1093/comjnl/bxaf110","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaf110","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","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/A5011949193","display_name":"Pingshan Liu","orcid":"https://orcid.org/0000-0003-1569-4538"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pingshan Liu","raw_affiliation_strings":["School of Business , Guilin University of Electronic Technology, Guilin, 541004,","School of Business, Guilin University of Electronic Technology, Guilin, 541004, China"],"raw_orcid":"https://orcid.org/0000-0003-1569-4538","affiliations":[{"raw_affiliation_string":"School of Business , Guilin University of Electronic Technology, Guilin, 541004,","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"School of Business, Guilin University of Electronic Technology, Guilin, 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Fei Sun","orcid":"https://orcid.org/0009-0001-3459-2150"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fei Sun","raw_affiliation_strings":["School of Business , Guilin University of Electronic Technology, Guilin, 541004,","School of Business, Guilin University of Electronic Technology, Guilin, 541004, China"],"raw_orcid":"https://orcid.org/0009-0001-3459-2150","affiliations":[{"raw_affiliation_string":"School of Business , Guilin University of Electronic Technology, Guilin, 541004,","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"School of Business, Guilin University of Electronic Technology, Guilin, 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103554451","display_name":"Liya Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liya Zhao","raw_affiliation_strings":["School of Business , Guilin University of Electronic Technology, Guilin, 541004,","School of Business, Guilin University of Electronic Technology, Guilin, 541004, China"],"raw_orcid":"https://orcid.org/0009-0005-6395-2388","affiliations":[{"raw_affiliation_string":"School of Business , Guilin University of Electronic Technology, Guilin, 541004,","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"School of Business, Guilin University of Electronic Technology, Guilin, 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085737589","display_name":"W. Fang","orcid":"https://orcid.org/0009-0007-6766-1654"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiping Fang","raw_affiliation_strings":["School of Business , Guilin University of Electronic Technology, Guilin, 541004,","School of Business, Guilin University of Electronic Technology, Guilin, 541004, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Business , Guilin University of Electronic Technology, Guilin, 541004,","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"School of Business, Guilin University of Electronic Technology, Guilin, 541004, China","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"last","author":{"id":null,"display_name":"Fu Huang","orcid":"https://orcid.org/0000-0002-0985-1042"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Huang","raw_affiliation_strings":["School of Business , Guilin University of Electronic Technology, Guilin, 541004,","School of Business, Guilin University of Electronic Technology, Guilin, 541004, China"],"raw_orcid":"https://orcid.org/0000-0002-0985-1042","affiliations":[{"raw_affiliation_string":"School of Business , Guilin University of Electronic Technology, Guilin, 541004,","institution_ids":["https://openalex.org/I5343935"]},{"raw_affiliation_string":"School of Business, Guilin University of Electronic Technology, Guilin, 541004, China","institution_ids":["https://openalex.org/I5343935"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5343935"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29086292,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"69","issue":"2","first_page":"221","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9656999707221985,"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"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9656999707221985,"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"}},{"id":"https://openalex.org/T14270","display_name":"Simulation and Modeling Applications","score":0.9641000032424927,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9559000134468079,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/sentiment-analysis","display_name":"Sentiment analysis","score":0.5963000059127808},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5602999925613403},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.542900025844574},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.49810001254081726},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.4650999903678894},{"id":"https://openalex.org/keywords/closed-captioning","display_name":"Closed captioning","score":0.4627000093460083},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.446399986743927},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43970000743865967},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.43950000405311584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8690000176429749},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6083999872207642},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5963000059127808},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5602999925613403},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.542900025844574},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.49810001254081726},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48660001158714294},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.4650999903678894},{"id":"https://openalex.org/C157657479","wikidata":"https://www.wikidata.org/wiki/Q2367247","display_name":"Closed captioning","level":3,"score":0.4627000093460083},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.446399986743927},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43970000743865967},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.43950000405311584},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.38260000944137573},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.3711000084877014},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.3467000126838684},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3465999960899353},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3456999957561493},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3395000100135803},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C22367795","wikidata":"https://www.wikidata.org/wiki/Q7625208","display_name":"Structured prediction","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.29100000858306885},{"id":"https://openalex.org/C75165309","wikidata":"https://www.wikidata.org/wiki/Q2258979","display_name":"Search engine indexing","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25270000100135803},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/comjnl/bxaf110","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaf110","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2608075428","display_name":"\u5bf9\u7b49\u7f51\u7edc\u8f85\u52a9\u7684HTTP\u81ea\u9002\u5e94\u6d41\u5a92\u4f53\u89c6\u9891\u70b9\u64ad\u4e91\u5e73\u53f0\u5185\u5bb9\u5206\u53d1\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61762029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7405264747","display_name":null,"funder_award_id":"72164006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8149826081","display_name":null,"funder_award_id":"GuikeAB22080065","funder_id":"https://openalex.org/F4320336589","funder_display_name":"Guangxi Key Research and Development Program"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336589","display_name":"Guangxi Key Research and Development Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2265228180","https://openalex.org/W2296073425","https://openalex.org/W2560674852","https://openalex.org/W2767484504","https://openalex.org/W2978329087","https://openalex.org/W3110257065","https://openalex.org/W3121370741","https://openalex.org/W3206201541","https://openalex.org/W4241982274","https://openalex.org/W4287887264","https://openalex.org/W4289785045","https://openalex.org/W4299527668","https://openalex.org/W4308918501","https://openalex.org/W4361856922","https://openalex.org/W4376455521","https://openalex.org/W4385573154","https://openalex.org/W4385782081","https://openalex.org/W4390017704","https://openalex.org/W4392903647","https://openalex.org/W4396696574","https://openalex.org/W4403054200","https://openalex.org/W4403791283","https://openalex.org/W4404408022","https://openalex.org/W4407450136","https://openalex.org/W4411528087"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Multimodal":[1],"sentiment":[2,11,48,90],"analysis":[3,91],"utilizes":[4],"different":[5,179],"types":[6],"of":[7,18,47,107,145],"information":[8],"to":[9,35,86,141],"improve":[10],"recognition,":[12],"driving":[13],"research":[14],"at":[15],"the":[16,45,111,117,138,143,162,175,186,193],"intersection":[17],"natural":[19],"language":[20],"processing":[21],"and":[22,40,66,99,122,154],"computer":[23],"vision.":[24],"However,":[25],"practical":[26],"applications":[27],"often":[28],"encounter":[29],"missing":[30,96],"image":[31],"modal":[32],"data":[33,98],"due":[34],"collection":[36],"restrictions,":[37],"privacy":[38],"protection,":[39],"other":[41],"issues,":[42],"which":[43],"reduces":[44],"accuracy":[46],"analysis.":[49],"Recently,":[50],"diffusion":[51,78,139],"models,":[52],"as":[53],"an":[54,75],"emerging":[55],"generative":[56],"model,":[57],"have":[58],"demonstrated":[59],"remarkable":[60],"capabilities":[61],"in":[62],"handling":[63],"modality":[64,97],"completion":[65],"generation":[67,125,164],"tasks.":[68],"To":[69],"this":[70,72],"end,":[71],"paper":[73],"presents":[74],"expert":[76,159],"feature-aligned":[77],"model":[79],"(EFADM)":[80],"integrated":[81],"with":[82,183],"curriculum":[83,129,167],"learning,":[84],"aiming":[85],"efficiently":[87],"solve":[88],"multimodal":[89],"tasks":[92],"by":[93,157],"dynamically":[94,133],"generating":[95],"optimizing":[100,174],"feature":[101],"alignment":[102],"between":[103,152],"modalities.":[104],"EFADM":[105],"consists":[106],"three":[108],"primary":[109],"modules:":[110],"Adaptive":[112],"Noise":[113],"Suppression":[114],"Module":[115,120],"(ANSM),":[116],"Expert":[118],"Alignment":[119],"(EAM),":[121],"a":[123],"progressive":[124,163],"framework":[126],"based":[127],"on":[128,192],"learning.":[130],"First,":[131],"ANSM":[132],"adjusts":[134],"noise":[135,180],"suppression":[136],"during":[137],"process":[140],"enhance":[142],"quality":[144],"generated":[146,153],"features.":[147,160],"EAM":[148],"strengthens":[149],"semantic":[150],"consistency":[151],"existing":[155,184],"modalities":[156],"aligning":[158],"Additionally,":[161],"strategy":[165],"utilizing":[166],"learning":[168],"gradually":[169],"increases":[170],"task":[171],"difficulty,":[172],"thereby":[173],"model\u2019s":[176],"performance":[177,191],"across":[178],"levels.":[181],"Compared":[182],"methods,":[185],"proposed":[187],"approach":[188],"achieves":[189],"leading":[190],"publicly":[194],"available":[195],"MVSA":[196],"series":[197],"datasets.":[198]},"counts_by_year":[],"updated_date":"2026-06-23T06:36:01.041984","created_date":"2025-10-10T00:00:00"}
