{"id":"https://openalex.org/W4401596672","doi":"https://doi.org/10.1109/jiot.2024.3443267","title":"Hybrid Federated Learning for Multimodal IoT Systems","display_name":"Hybrid Federated Learning for Multimodal IoT Systems","publication_year":2024,"publication_date":"2024-08-14","ids":{"openalex":"https://openalex.org/W4401596672","doi":"https://doi.org/10.1109/jiot.2024.3443267"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3443267","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3443267","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things 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/A5077975482","display_name":"Yuanzhe Peng","orcid":"https://orcid.org/0000-0002-4900-6118"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yuanzhe Peng","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024690065","display_name":"Yusen Wu","orcid":"https://orcid.org/0000-0002-3030-0843"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yusen Wu","raw_affiliation_strings":["Frost Institute for Data Science and Computing, University of Miami, Coral Gables, FL, USA"],"affiliations":[{"raw_affiliation_string":"Frost Institute for Data Science and Computing, University of Miami, Coral Gables, FL, USA","institution_ids":["https://openalex.org/I145608581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012540094","display_name":"Jieming Bian","orcid":"https://orcid.org/0000-0002-6372-6357"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jieming Bian","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044771462","display_name":"Jie Xu","orcid":"https://orcid.org/0000-0002-0515-1647"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Xu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5077975482"],"corresponding_institution_ids":["https://openalex.org/I33213144"],"apc_list":null,"apc_paid":null,"fwci":5.0207,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.9575768,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"11","issue":"21","first_page":"34055","last_page":"34064"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9937999844551086,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9937999844551086,"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/computer-science","display_name":"Computer science","score":0.84517502784729},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5569420456886292},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42352813482284546},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39590826630592346},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3822157680988312},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3515647351741791},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32988297939300537},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2576411962509155}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.84517502784729},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5569420456886292},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42352813482284546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39590826630592346},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3822157680988312},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3515647351741791},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32988297939300537},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2576411962509155}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3443267","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3443267","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1946296","display_name":null,"funder_award_id":"2319780","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3136170333","display_name":null,"funder_award_id":"2006630","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6070057448","display_name":null,"funder_award_id":"2044991","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8997940623","display_name":null,"funder_award_id":"2033681","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1920022804","https://openalex.org/W2396881363","https://openalex.org/W2597505554","https://openalex.org/W2606882085","https://openalex.org/W2900182564","https://openalex.org/W2912213068","https://openalex.org/W2973126236","https://openalex.org/W2995022099","https://openalex.org/W3090615085","https://openalex.org/W3101973032","https://openalex.org/W3117755275","https://openalex.org/W3129046134","https://openalex.org/W3155912831","https://openalex.org/W3159080474","https://openalex.org/W3174440551","https://openalex.org/W3182125009","https://openalex.org/W3188554269","https://openalex.org/W3192880923","https://openalex.org/W3196084215","https://openalex.org/W4206936477","https://openalex.org/W4221167370","https://openalex.org/W4283367167","https://openalex.org/W4290945297","https://openalex.org/W4296207781","https://openalex.org/W4301242115","https://openalex.org/W4380926296","https://openalex.org/W4385567856","https://openalex.org/W4386260658","https://openalex.org/W4389428766","https://openalex.org/W4391250546","https://openalex.org/W4392599063","https://openalex.org/W6686207219","https://openalex.org/W6728757088","https://openalex.org/W6791102956","https://openalex.org/W6796149595"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660"],"abstract_inverted_index":{"Multimodal":[0],"federated":[1],"learning":[2],"(FL)":[3],"targets":[4],"the":[5,37,54,62,67,71,81,89,122,134,147,154,173,179,190],"intersection":[6],"of":[7,14,39,85,142,175,181,192,207],"two":[8,211],"promising":[9],"research":[10],"directions":[11],"in":[12,49,93],"Internet":[13],"Things":[15],"(IoT)":[16],"scenarios:":[17],"1)":[18],"leveraging":[19],"complementary":[20],"multimodal":[21,55,63,86,108,213,221],"information":[22,87,145],"to":[23,117,129],"enhance":[24],"downstream":[25,229],"inference":[26,230],"performance":[27],"and":[28,70,88,125,150,184,195,227],"2)":[29],"conducting":[30],"distributed":[31],"training":[32],"with":[33],"privacy":[34],"protection.":[35],"However,":[36],"majority":[38],"existing":[40],"works":[41],"primarily":[42],"focus":[43],"on":[44,178,210],"applying":[45],"different":[46],"FL":[47,64,104,115,127],"methods":[48],"a":[50,102,163],"straightforward":[51],"manner":[52],"after":[53],"feature":[56,68,123],"fusion":[57],"stage":[58],"without":[59],"fundamentally":[60],"disentangling":[61],"across":[65,121,133],"both":[66,143],"space":[69,124],"sample":[72,135],"space.":[73,136],"There":[74],"still":[75],"exists":[76],"an":[77],"important":[78],"tradeoff":[79],"between":[80],"computationally":[82],"demanding":[83],"nature":[84],"limited":[90],"computing":[91,119,131],"resources":[92,120,132],"IoT":[94,109,222],"systems.":[95],"To":[96],"tackle":[97],"this":[98,167],"challenge,":[99],"we":[100,169,199],"propose":[101],"hybrid":[103],"algorithm":[105,139],"tailored":[106],"for":[107,220],"systems":[110,223],"(HFM).":[111],"HFM":[112,176,203],"utilizes":[113],"vertical":[114,193],"(VFL)":[116],"distribute":[118,130],"horizontal":[126,196],"(HFL)":[128],"This":[137],"innovative":[138],"necessitates":[140],"consideration":[141],"stale":[144],"from":[146,153,162],"VFL":[148,182],"component":[149],"perturbed":[151],"gradients":[152],"HFL":[155,185],"component,":[156],"which":[157],"is":[158],"not":[159],"fully":[160],"understood":[161],"theoretical":[164],"point.":[165],"In":[166],"article,":[168],"theoretically":[170],"prove":[171],"that":[172,202,224],"convergence":[174],"depends":[177],"frequency":[180],"communication":[183],"communication,":[186],"as":[187,189,233],"well":[188],"number":[191],"partitions":[194],"partitions.":[197],"Furthermore,":[198],"empirically":[200],"demonstrate":[201],"outperforms":[204],"three":[205],"types":[206],"baselines":[208],"based":[209],"public":[212],"data":[214],"sets,":[215],"thereby":[216],"making":[217],"it":[218],"practical":[219],"require":[225],"rapid":[226],"accurate":[228],"tasks,":[231],"such":[232],"classification,":[234],"prediction,":[235],"etc.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}