{"id":"https://openalex.org/W4411866957","doi":"https://doi.org/10.1109/mnet.2025.3584806","title":"Bridging Data Silos in Finance via Federated Learning","display_name":"Bridging Data Silos in Finance via Federated Learning","publication_year":2025,"publication_date":"2025-07-01","ids":{"openalex":"https://openalex.org/W4411866957","doi":"https://doi.org/10.1109/mnet.2025.3584806"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.2025.3584806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2025.3584806","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","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/A5086486439","display_name":"D.-J. Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongbin Chen","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0008-2398-3413","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013173652","display_name":"Shan Chang","orcid":"https://orcid.org/0000-0002-5253-2549"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Chang","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-5253-2549","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036476208","display_name":"Minghui Dai","orcid":"https://orcid.org/0000-0001-9396-5781"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghui Dai","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9396-5781","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101809713","display_name":"Denghui Li","orcid":"https://orcid.org/0009-0006-7347-206X"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Denghui Li","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0004-7810-1845","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":null,"display_name":"Haoliang Zhao","orcid":"https://orcid.org/0009-0006-8804-4885"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoliang Zhao","raw_affiliation_strings":["School of Computer Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0006-8804-4885","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":5.2775,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.95437279,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"40","issue":"3","first_page":"246","last_page":"253"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9283999800682068,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9283999800682068,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/information-silo","display_name":"Information silo","score":0.7816897034645081},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.7755359411239624},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6316395401954651},{"id":"https://openalex.org/keywords/distributed-database","display_name":"Distributed database","score":0.44594234228134155},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.37299644947052},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3533964157104492},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3152042627334595},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2461181879043579},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09732666611671448}],"concepts":[{"id":"https://openalex.org/C48255552","wikidata":"https://www.wikidata.org/wiki/Q6031230","display_name":"Information silo","level":3,"score":0.7816897034645081},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.7755359411239624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6316395401954651},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.44594234228134155},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.37299644947052},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3533964157104492},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3152042627334595},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2461181879043579},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09732666611671448},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2778024958","wikidata":"https://www.wikidata.org/wiki/Q213643","display_name":"Silo","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mnet.2025.3584806","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2025.3584806","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G527724067","display_name":null,"funder_award_id":"62472083","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":0,"referenced_works":[],"related_works":["https://openalex.org/W2362191124","https://openalex.org/W2199380551","https://openalex.org/W2189039295","https://openalex.org/W2131102005","https://openalex.org/W2170892047","https://openalex.org/W2319413895","https://openalex.org/W2031219154","https://openalex.org/W2184560934","https://openalex.org/W2126148879","https://openalex.org/W2133212508"],"abstract_inverted_index":{"The":[0],"financial":[1,37,85,119],"industry":[2],"faces":[3],"the":[4,32,75,84,95,99,135],"challenge":[5],"of":[6,31,81,92,101,139],"balancing":[7],"data":[8],"utilization":[9],"and":[10,62,112,137],"privacy":[11],"protection.":[12],"Federated":[13],"learning":[14,60,70],"(FL)":[15],"offers":[16],"a":[17,124,129],"promising":[18],"solution":[19],"by":[20,127],"enabling":[21],"secure":[22],"collaborative":[23],"training.":[24],"This":[25],"paper":[26],"focuses":[27],"on":[28,50],"an":[29],"analysis":[30],"key":[33,76],"technologies":[34],"for":[35,107,118],"several":[36],"applications":[38,80,91],"that":[39],"can":[40],"benefit":[41],"from":[42],"FL.":[43],"Specifically,":[44],"we":[45,73,88,122],"examine":[46],"precision":[47],"marketing":[48],"based":[49],"multimodal":[51],"FL":[52,82,93,114],"(MMFL),":[53],"anti-money":[54],"laundering":[55],"strategies":[56],"leveraging":[57],"federated":[58,69,102,140],"graph":[59],"(FGL),":[61],"credit":[63],"card":[64],"risk":[65],"assessment":[66],"utilizing":[67],"vertical":[68],"(VFL).":[71],"Furthermore,":[72],"identify":[74],"challenges":[77],"in":[78,83,94,142],"large-scale":[79],"industry.":[86],"Additionally,":[87],"propose":[89],"forward-thinking":[90],"finance":[96],"sector,":[97],"including":[98],"use":[100],"large":[103],"language":[104],"models":[105],"(LLMs)":[106],"intelligent":[108],"customer":[109],"service":[110],"(ICS)":[111],"decentralized":[113],"integrated":[115],"with":[116],"blockchain":[117],"audit.":[120],"Finally,":[121],"conduct":[123],"case":[125],"study":[126],"using":[128],"consumer":[130],"complaints":[131],"dataset":[132],"to":[133],"verify":[134],"feasibility":[136],"effectiveness":[138],"LLMs":[141],"ICS.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-15T06:05:50.897203","created_date":"2025-10-10T00:00:00"}
