{"id":"https://openalex.org/W4410949738","doi":"https://doi.org/10.1109/tetci.2025.3572133","title":"Prototype Combination for Multi-Source Unsupervised Domain Adaptation","display_name":"Prototype Combination for Multi-Source Unsupervised Domain Adaptation","publication_year":2025,"publication_date":"2025-06-02","ids":{"openalex":"https://openalex.org/W4410949738","doi":"https://doi.org/10.1109/tetci.2025.3572133"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2025.3572133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2025.3572133","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","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/A5076579785","display_name":"Min Huang","orcid":"https://orcid.org/0000-0001-7141-7434"},"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":"Min Huang","raw_affiliation_strings":["School of Software Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7141-7434","affiliations":[{"raw_affiliation_string":"School of Software Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zifeng Xie","orcid":"https://orcid.org/0009-0000-2666-7696"},"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":"Zifeng Xie","raw_affiliation_strings":["School of Software Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-2666-7696","affiliations":[{"raw_affiliation_string":"School of Software Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088160732","display_name":"Han Huang","orcid":"https://orcid.org/0000-0003-1617-4147"},"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":"Han Huang","raw_affiliation_strings":["School of Software Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1617-4147","affiliations":[{"raw_affiliation_string":"School of Software Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081396269","display_name":"C.H. Zhang","orcid":"https://orcid.org/0000-0002-7193-3786"},"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":"Chang Zhang","raw_affiliation_strings":["School of Software Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7193-3786","affiliations":[{"raw_affiliation_string":"School of Software Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081263995","display_name":"Liuqi Zhao","orcid":"https://orcid.org/0009-0004-7831-6643"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liuqi Zhao","raw_affiliation_strings":["Operation and Maintenance Center of Information and Communication, CSG EHV Power Transmission Company, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0004-7831-6643","affiliations":[{"raw_affiliation_string":"Operation and Maintenance Center of Information and Communication, CSG EHV Power Transmission Company, Guangzhou, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026367385","display_name":"Ziyan Feng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ziyan Feng","raw_affiliation_strings":["Operation and Maintenance Center of Information and Communication, CSG EHV Power Transmission Company, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-2253-0566","affiliations":[{"raw_affiliation_string":"Operation and Maintenance Center of Information and Communication, CSG EHV Power Transmission Company, Guangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.396,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83882818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"9","issue":"6","first_page":"4175","last_page":"4190"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9509999752044678,"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"}},"topics":[{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9509999752044678,"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/adaptation","display_name":"Adaptation (eye)","score":0.6795777678489685},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6044187545776367},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6015412211418152},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4401143789291382},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3721740245819092},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20412352681159973},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12329033017158508},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.06940272450447083}],"concepts":[{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6795777678489685},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6044187545776367},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6015412211418152},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4401143789291382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3721740245819092},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20412352681159973},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12329033017158508},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.06940272450447083},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2025.3572133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2025.3572133","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"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 Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5058647732","display_name":null,"funder_award_id":"2022A1515011370","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G6808554491","display_name":null,"funder_award_id":"62276103","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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W2074466695","https://openalex.org/W2089685866","https://openalex.org/W2096733369","https://openalex.org/W2100659887","https://openalex.org/W2104094955","https://openalex.org/W2112796928","https://openalex.org/W2149466042","https://openalex.org/W2162651021","https://openalex.org/W2165698076","https://openalex.org/W2550601286","https://openalex.org/W2593768305","https://openalex.org/W2763549966","https://openalex.org/W2770645414","https://openalex.org/W2798681837","https://openalex.org/W2884771968","https://openalex.org/W2904209271","https://openalex.org/W2911294201","https://openalex.org/W2962687275","https://openalex.org/W2963506806","https://openalex.org/W2964288524","https://openalex.org/W2978573218","https://openalex.org/W2979579363","https://openalex.org/W2981720610","https://openalex.org/W2998115938","https://openalex.org/W2998705539","https://openalex.org/W3035519852","https://openalex.org/W3035524453","https://openalex.org/W3096541549","https://openalex.org/W3109433545","https://openalex.org/W3109512970","https://openalex.org/W3131597543","https://openalex.org/W3158303530","https://openalex.org/W3175294391","https://openalex.org/W3182963544","https://openalex.org/W4212801827","https://openalex.org/W4220837741","https://openalex.org/W4223465214","https://openalex.org/W4307288341","https://openalex.org/W4312695199","https://openalex.org/W4312899406","https://openalex.org/W4316658523","https://openalex.org/W4320170212","https://openalex.org/W4382404920","https://openalex.org/W4386076502","https://openalex.org/W4386874118","https://openalex.org/W4388543952","https://openalex.org/W4389518985","https://openalex.org/W4390349688","https://openalex.org/W4391128481","https://openalex.org/W4391428193","https://openalex.org/W4391547602","https://openalex.org/W4391559350","https://openalex.org/W4392251861"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4394775207","https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W3203792196","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3180787869","https://openalex.org/W4295929828","https://openalex.org/W3156096827"],"abstract_inverted_index":{"Multi-source":[0],"unsupervised":[1,72],"domain":[2,29,50,73,78,211],"adaptation":[3,133],"(MSUDA)":[4],"is":[5,25,44,86,98,111,158,190],"a":[6,52,66,81,89,99,108,135,149,154],"technique":[7],"that":[8,185],"transfers":[9],"knowledge":[10,34],"from":[11,35],"multiple":[12,77,199],"labeled":[13],"source":[14,37,57,116,167,200],"domains":[15,58],"to":[16,26,46,113,139,160],"an":[17],"unlabeled":[18],"target":[19,49,125,146,172],"domain.":[20,147],"The":[21,177],"challenge":[22],"of":[23,55,91,96,144,174,192],"MSUDA":[24],"reduce":[27,161,209],"the":[28,48,56,60,123,141,145,162,166,171,203,210],"shift":[30],"and":[31,170,194],"effectively":[32],"amalgamate":[33],"disparate":[36],"domains.":[38],"To":[39],"address":[40],"this":[41],"challenge,":[42],"it":[43],"necessary":[45],"model":[47],"as":[51],"weighted":[53],"combination":[54,68,105,151,188,205],"at":[59],"category":[61,93,101,168],"level.":[62],"Therefore,":[63],"we":[64],"propose":[65],"prototype":[67,104,132,150,187,204],"method":[69,85,129],"for":[70],"multi-source":[71],"adaptation,":[74],"which":[75,97,115],"establishes":[76],"alignment":[79,137,156],"in":[80],"combinatorial":[82],"manner.":[83],"Our":[84],"established":[87],"on":[88,180],"set":[90],"semantic":[92],"prototypes,":[94],"each":[95],"representative":[100],"embedding.":[102],"A":[103],"mechanism":[106,189],"(i.e.,":[107,134,153],"feature-fusion":[109],"scheme)":[110],"designed":[112,159],"select":[114],"class":[117,126],"features":[118,197],"should":[119],"be":[120],"aligned":[121],"with":[122],"corresponding":[124],"features.":[127],"This":[128],"incorporates":[130],"contrastive":[131],"category-wise":[136],"approach)":[138],"accommodate":[140],"label":[142],"distributions":[143],"Furthermore,":[148],"regularization":[152,206],"domain-wise":[155],"metric)":[157],"distributional":[163],"differences":[164],"between":[165],"prototypes":[169],"samples":[173],"low-quality":[175],"pseudo-labels.":[176],"experimental":[178],"results":[179],"three":[181],"benchmark":[182],"datasets":[183],"demonstrate":[184],"our":[186],"capable":[191],"selecting":[193],"combining":[195],"category-discriminative":[196],"across":[198],"domains,":[201],"while":[202],"can":[207],"further":[208],"shift.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-25T14:43:58.451035","created_date":"2025-10-10T00:00:00"}
