{"id":"https://openalex.org/W4406356184","doi":"https://doi.org/10.1109/ictc62082.2024.10827800","title":"Trimmed Averaging for Efficient Federated Learning in the Internet of Things","display_name":"Trimmed Averaging for Efficient Federated Learning in the Internet of Things","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4406356184","doi":"https://doi.org/10.1109/ictc62082.2024.10827800"},"language":"en","primary_location":{"id":"doi:10.1109/ictc62082.2024.10827800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10827800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5115873345","display_name":"Kalibbala Jonathan Mukisa","orcid":null},"institutions":[{"id":"https://openalex.org/I3133298186","display_name":"Gumi University","ror":"https://ror.org/01tbn4j76","country_code":"KR","type":"education","lineage":["https://openalex.org/I3133298186"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kalibbala Jonathan Mukisa","raw_affiliation_strings":["Department of IT Convergence Engineering,Gumi,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of IT Convergence Engineering,Gumi,South Korea","institution_ids":["https://openalex.org/I3133298186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018695820","display_name":"Love Allen Chijioke Ahakonye","orcid":"https://orcid.org/0000-0003-2840-1693"},"institutions":[{"id":"https://openalex.org/I113409471","display_name":"Kumoh National Institute of Technology","ror":"https://ror.org/05dkjfz60","country_code":"KR","type":"education","lineage":["https://openalex.org/I113409471"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Love Allen Chijioke Ahakonye","raw_affiliation_strings":["ICT Convergence Research Center Kumoh National Institute of Technology,Gumi,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICT Convergence Research Center Kumoh National Institute of Technology,Gumi,South Korea","institution_ids":["https://openalex.org/I113409471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102829948","display_name":"Dong\u2010Seong Kim","orcid":"https://orcid.org/0000-0002-2977-5964"},"institutions":[{"id":"https://openalex.org/I3133298186","display_name":"Gumi University","ror":"https://ror.org/01tbn4j76","country_code":"KR","type":"education","lineage":["https://openalex.org/I3133298186"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong-Seong Kim","raw_affiliation_strings":["Department of IT Convergence Engineering,Gumi,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of IT Convergence Engineering,Gumi,South Korea","institution_ids":["https://openalex.org/I3133298186"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100381272","display_name":"Jae Min Lee","orcid":"https://orcid.org/0000-0001-6822-1051"},"institutions":[{"id":"https://openalex.org/I3133298186","display_name":"Gumi University","ror":"https://ror.org/01tbn4j76","country_code":"KR","type":"education","lineage":["https://openalex.org/I3133298186"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae Min Lee","raw_affiliation_strings":["Department of IT Convergence Engineering,Gumi,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of IT Convergence Engineering,Gumi,South Korea","institution_ids":["https://openalex.org/I3133298186"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0668,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80886222,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"322","last_page":"326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9980999827384949,"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":0.9980999827384949,"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/T10237","display_name":"Cryptography and Data Security","score":0.9825000166893005,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9588000178337097,"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/internet-of-things","display_name":"Internet of Things","score":0.7147011756896973},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6798968315124512},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.47640669345855713},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.35307395458221436},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.32528942823410034},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3242650628089905}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7147011756896973},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6798968315124512},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.47640669345855713},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.35307395458221436},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.32528942823410034},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3242650628089905}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc62082.2024.10827800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10827800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2170505850","https://openalex.org/W2568808500","https://openalex.org/W2940895343","https://openalex.org/W2980841175","https://openalex.org/W3101073882","https://openalex.org/W3111951952","https://openalex.org/W3155912831","https://openalex.org/W3174547599","https://openalex.org/W3213321731","https://openalex.org/W4214758645","https://openalex.org/W4309080560","https://openalex.org/W4313238647","https://openalex.org/W4319997251","https://openalex.org/W4385804856","https://openalex.org/W4385840474","https://openalex.org/W4389076366","https://openalex.org/W4392771177","https://openalex.org/W4393563984","https://openalex.org/W4394674278","https://openalex.org/W4396561648","https://openalex.org/W4398160604","https://openalex.org/W6790018908"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660"],"abstract_inverted_index":{"The":[0,56],"adoption":[1,121],"of":[2,73,79,92,101,122,133],"Federated":[3],"Learning":[4],"(FL)":[5],"for":[6,130],"decen-tralised":[7],"model":[8,25,106],"training":[9],"has":[10],"enabled":[11],"workload":[12],"distribution":[13],"across":[14],"multiple":[15],"client":[16],"devices.":[17],"However,":[18],"extreme":[19],"values":[20],"and":[21,53,76,111],"outliers":[22,52],"in":[23,103,113,127],"the":[24,37,70,77,93,99,120,131],"updates":[26],"from":[27,69],"distributed":[28],"devices":[29],"often":[30],"challenge":[31],"this":[32],"approach.":[33],"This":[34],"study":[35],"introduces":[36],"Adaptive":[38],"Trim":[39],"strategy":[40,57],"(AdaTrim),":[41],"which":[42],"leverages":[43],"a":[44,89],"trimmed":[45],"mean":[46],"aggregation":[47],"to":[48,64],"enhance":[49],"robustness":[50,110],"against":[51],"adversarial":[54],"attacks.":[55],"is":[58],"tested":[59],"on":[60],"two":[61],"data":[62,138],"sets":[63],"show":[65],"its":[66,125],"impact,":[67],"one":[68],"Industrial":[71],"Internet":[72,78,132],"Things":[74,81,134],"(IIoT)":[75],"Medical":[80],"(IoMT).":[82],"A":[83],"comprehensive":[84],"evaluation":[85],"framework":[86],"also":[87],"provides":[88],"holistic":[90],"assessment":[91],"model's":[94],"performance.":[95],"Our":[96],"results":[97],"demonstrate":[98],"efficacy":[100],"AdaTrim":[102],"maintaining":[104],"high":[105],"accuracy":[107],"while":[108,136],"ensuring":[109],"reliability":[112],"diverse":[114],"FL":[115],"scenarios.":[116],"Furthermore,":[117],"we":[118],"discuss":[119],"AdaTrim,":[123],"highlighting":[124],"efficiency":[126],"improving":[128],"security":[129],"(IoT)":[135],"preserving":[137],"privacy.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
