{"id":"https://openalex.org/W4322722557","doi":"https://doi.org/10.1155/2023/5072247","title":"Joint Transfer Extreme Learning Machine with Cross-Domain Mean Approximation and Output Weight Alignment","display_name":"Joint Transfer Extreme Learning Machine with Cross-Domain Mean Approximation and Output Weight Alignment","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4322722557","doi":"https://doi.org/10.1155/2023/5072247"},"language":"en","primary_location":{"id":"doi:10.1155/2023/5072247","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2023/5072247","pdf_url":"https://downloads.hindawi.com/journals/complexity/2023/5072247.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2023/5072247.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007301470","display_name":"Shaofei Zang","orcid":null},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shaofei Zang","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang 471000, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang 471000, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645460","display_name":"Dongqing Li","orcid":"https://orcid.org/0000-0001-5733-1423"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210115570","display_name":"National Space Science Center","ror":"https://ror.org/02nnjtm50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210115570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongqing Li","raw_affiliation_strings":["Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing 100190, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210115570","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100410913","display_name":"Chao Ma","orcid":"https://orcid.org/0000-0002-1049-6172"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Ma","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang 471000, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang 471000, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023120317","display_name":"Jianwei Ma","orcid":"https://orcid.org/0000-0002-8081-1879"},"institutions":[{"id":"https://openalex.org/I167383011","display_name":"Henan University of Science and Technology","ror":"https://ror.org/05d80kz58","country_code":"CN","type":"education","lineage":["https://openalex.org/I167383011"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Ma","raw_affiliation_strings":["College of Information Engineering, Henan University of Science and Technology, Luoyang 471000, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Henan University of Science and Technology, Luoyang 471000, China","institution_ids":["https://openalex.org/I167383011"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007301470"],"corresponding_institution_ids":["https://openalex.org/I167383011"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.3461,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63029937,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":1.0,"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/T12676","display_name":"Machine Learning and ELM","score":1.0,"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"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9958999752998352,"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"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.9151959419250488},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.750518262386322},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7458852529525757},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.634297788143158},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.6109110116958618},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.5627672076225281},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.5616379380226135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.548626720905304},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.5168110132217407},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4833035469055176},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4733443558216095},{"id":"https://openalex.org/keywords/inductive-transfer","display_name":"Inductive transfer","score":0.4269038736820221},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35068196058273315},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16589125990867615},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.10331982374191284},{"id":"https://openalex.org/keywords/robot","display_name":"Robot","score":0.08565756678581238},{"id":"https://openalex.org/keywords/robot-learning","display_name":"Robot learning","score":0.07430124282836914},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06903159618377686}],"concepts":[{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.9151959419250488},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.750518262386322},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7458852529525757},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.634297788143158},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.6109110116958618},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.5627672076225281},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.5616379380226135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.548626720905304},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.5168110132217407},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4833035469055176},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4733443558216095},{"id":"https://openalex.org/C77075516","wikidata":"https://www.wikidata.org/wiki/Q6027324","display_name":"Inductive transfer","level":5,"score":0.4269038736820221},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35068196058273315},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16589125990867615},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.10331982374191284},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.08565756678581238},{"id":"https://openalex.org/C188888258","wikidata":"https://www.wikidata.org/wiki/Q7353390","display_name":"Robot learning","level":4,"score":0.07430124282836914},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06903159618377686},{"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/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2023/5072247","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2023/5072247","pdf_url":"https://downloads.hindawi.com/journals/complexity/2023/5072247.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:5072247","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/complexity/2023/5072247.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:374010db3b3440bba4720bcb1967eb8c","is_oa":true,"landing_page_url":"https://doaj.org/article/374010db3b3440bba4720bcb1967eb8c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2023 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2023/5072247","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2023/5072247","pdf_url":"https://downloads.hindawi.com/journals/complexity/2023/5072247.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2098933254","display_name":null,"funder_award_id":"201701420002","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"},{"id":"https://openalex.org/G255034241","display_name":null,"funder_award_id":"11905244","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"},{"id":"https://openalex.org/G4112847481","display_name":null,"funder_award_id":"22A120005","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"},{"id":"https://openalex.org/G439979421","display_name":null,"funder_award_id":"222102210095","funder_id":"https://openalex.org/F4320336593","funder_display_name":"Henan Provincial Science and Technology Research Project"},{"id":"https://openalex.org/G5234767210","display_name":null,"funder_award_id":"222102210095","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"},{"id":"https://openalex.org/G5351556229","display_name":null,"funder_award_id":"212102210153","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"},{"id":"https://openalex.org/G5371186211","display_name":null,"funder_award_id":"11905244","funder_id":"https://openalex.org/F4320336593","funder_display_name":"Henan Provincial Science and Technology Research Project"},{"id":"https://openalex.org/G5568526585","display_name":null,"funder_award_id":"201701420002","funder_id":"https://openalex.org/F4320336593","funder_display_name":"Henan Provincial Science and Technology Research Project"},{"id":"https://openalex.org/G8323897438","display_name":null,"funder_award_id":"22A120005","funder_id":"https://openalex.org/F4320336593","funder_display_name":"Henan Provincial Science and Technology Research Project"},{"id":"https://openalex.org/G8702666081","display_name":null,"funder_award_id":"212102210153","funder_id":"https://openalex.org/F4320336593","funder_display_name":"Henan Provincial Science and Technology Research Project"}],"funders":[{"id":"https://openalex.org/F4320336125","display_name":"National Science Fund for Distinguished Young Scholars","ror":null},{"id":"https://openalex.org/F4320336593","display_name":"Henan Provincial Science and Technology Research Project","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4322722557.pdf"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W123476658","https://openalex.org/W1439842103","https://openalex.org/W2026131661","https://openalex.org/W2059477850","https://openalex.org/W2068164766","https://openalex.org/W2096943734","https://openalex.org/W2100664256","https://openalex.org/W2104068492","https://openalex.org/W2111072639","https://openalex.org/W2115403315","https://openalex.org/W2149466042","https://openalex.org/W2159570078","https://openalex.org/W2164943005","https://openalex.org/W2165698076","https://openalex.org/W2342085406","https://openalex.org/W2343359588","https://openalex.org/W2395579298","https://openalex.org/W2517537544","https://openalex.org/W2735735104","https://openalex.org/W2773817138","https://openalex.org/W2783774496","https://openalex.org/W2789836044","https://openalex.org/W2791268528","https://openalex.org/W2798199013","https://openalex.org/W2891828816","https://openalex.org/W2901094215","https://openalex.org/W2955547856","https://openalex.org/W2963693396","https://openalex.org/W2996588991","https://openalex.org/W3034665863","https://openalex.org/W3039188862","https://openalex.org/W3045675141","https://openalex.org/W3091916749","https://openalex.org/W3105479267","https://openalex.org/W3116815687","https://openalex.org/W3126886264","https://openalex.org/W3128453436","https://openalex.org/W3132532743","https://openalex.org/W3134162419","https://openalex.org/W3159801287","https://openalex.org/W3164621419","https://openalex.org/W3169107380","https://openalex.org/W3197818705","https://openalex.org/W4200476653","https://openalex.org/W4205459042","https://openalex.org/W4210556133"],"related_works":["https://openalex.org/W3021272668","https://openalex.org/W3016888008","https://openalex.org/W4387770285","https://openalex.org/W3022215768","https://openalex.org/W2165698076","https://openalex.org/W4387183713","https://openalex.org/W2821676139","https://openalex.org/W4382138864","https://openalex.org/W3043695725","https://openalex.org/W3135975972"],"abstract_inverted_index":{"With":[0],"fast":[1],"learning":[2,8,59,65,152,165],"speed":[3],"and":[4,18,60,90,107,140,153,160],"high":[5,48],"accuracy,":[6],"extreme":[7,64],"machine":[9,19,66],"(ELM)":[10],"has":[11],"achieved":[12],"great":[13],"success":[14],"in":[15,25],"pattern":[16],"recognition":[17],"learning.":[20],"Unfortunately,":[21],"it":[22,69,145],"will":[23],"fail":[24],"the":[26,77,97,102,113,121,136,141,148,157],"circumstance":[27],"where":[28],"plenty":[29],"of":[30,104,115,129,138,150],"labeled":[31,39],"samples":[32,40,117],"for":[33],"training":[34],"model":[35],"are":[36,41,93,131],"insufficient.":[37],"The":[38],"difficult":[42],"to":[43,46,75,100,134],"obtain":[44],"due":[45],"their":[47],"cost.":[49],"In":[50],"this":[51,55],"paper,":[52],"we":[53],"solve":[54],"problem":[56],"with":[57],"transfer":[58,63,106,151,162],"propose":[61],"joint":[62],"(JTELM).":[67],"First,":[68],"applies":[70],"cross-domain":[71],"mean":[72],"approximation":[73,92],"(CDMA)":[74],"minimize":[76],"discrepancy":[78],"between":[79],"domains,":[80],"thus":[81],"obtaining":[82],"one":[83],"ELM":[84,110,124,159],"model.":[85,111],"Second,":[86],"subspace":[87],"alignment":[88],"(sa)":[89],"weight":[91],"together":[94],"introduced":[95],"into":[96],"output":[98],"layer":[99],"enhance":[101],"capability":[103],"knowledge":[105],"learn":[108],"another":[109],"Third,":[112],"prediction":[114],"test":[116],"is":[118],"dominated":[119],"by":[120],"two":[122],"learned":[123],"models.":[125],"Finally,":[126],"a":[127],"series":[128],"experiments":[130],"carried":[132],"out":[133],"investigate":[135],"performance":[137],"JTELM,":[139],"results":[142],"show":[143],"that":[144],"achieves":[146],"efficiently":[147],"task":[149],"performs":[154],"better":[155],"than":[156],"traditional":[158],"other":[161],"or":[163],"nontransfer":[164],"methods.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}