{"id":"https://openalex.org/W4382865492","doi":"https://doi.org/10.3390/s23136034","title":"FedADT: An Adaptive Method Based on Derivative Term for Federated Learning","display_name":"FedADT: An Adaptive Method Based on Derivative Term for Federated Learning","publication_year":2023,"publication_date":"2023-06-29","ids":{"openalex":"https://openalex.org/W4382865492","doi":"https://doi.org/10.3390/s23136034","pmid":"https://pubmed.ncbi.nlm.nih.gov/37447882"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23136034","pdf_url":"https://www.mdpi.com/1424-8220/23/13/6034/pdf?version=1688035102","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/13/6034/pdf?version=1688035102","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051616105","display_name":"Huimin Gao","orcid":"https://orcid.org/0000-0001-9879-8572"},"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":"Huimin Gao","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080439384","display_name":"Qingtao Wu","orcid":"https://orcid.org/0000-0003-1572-5293"},"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"]},{"id":"https://openalex.org/I72565114","display_name":"Luoyang Institute of Science and Technology","ror":"https://ror.org/04nraex26","country_code":"CN","type":"education","lineage":["https://openalex.org/I72565114"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingtao Wu","raw_affiliation_strings":["Intelligent System Science and Technology Innovation Center, Longmen Laboratory, Luoyang 471023, China","School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]},{"raw_affiliation_string":"Intelligent System Science and Technology Innovation Center, Longmen Laboratory, Luoyang 471023, China","institution_ids":["https://openalex.org/I72565114"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015882683","display_name":"Xuhui Zhao","orcid":"https://orcid.org/0000-0003-4361-8604"},"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":"Xuhui Zhao","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050705532","display_name":"Junlong Zhu","orcid":"https://orcid.org/0000-0002-6411-7035"},"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":"Junlong Zhu","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087014857","display_name":"Mingchuan Zhang","orcid":"https://orcid.org/0000-0002-2523-1089"},"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":"Mingchuan Zhang","raw_affiliation_strings":["School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China","institution_ids":["https://openalex.org/I167383011"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5080439384"],"corresponding_institution_ids":["https://openalex.org/I167383011","https://openalex.org/I72565114"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598,"provenance":"doaj"},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598,"provenance":"doaj"},"fwci":0.705,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":2,"citation_normalized_percentile":{"value":0.606989,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":78,"max":84},"biblio":{"volume":"23","issue":"13","first_page":"6034","last_page":"6034"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9999,"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":0.9999,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9915,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9895,"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/mnist-database","display_name":"MNIST database","score":0.964594},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic Gradient Descent","score":0.5417292}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.964594},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7434186},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.617037},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5681825},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.5417292},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5249652},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.50713325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48992676},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4789194},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.47621164},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4630473},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41825294},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4032949},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.19488606},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23136034","pdf_url":"https://www.mdpi.com/1424-8220/23/13/6034/pdf?version=1688035102","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10347066","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37447882","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23136034","pdf_url":"https://www.mdpi.com/1424-8220/23/13/6034/pdf?version=1688035102","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61976243"},{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61971458"}],"datasets":[],"versions":[],"referenced_works_count":17,"referenced_works":["https://openalex.org/W1988720110","https://openalex.org/W2112796928","https://openalex.org/W2146502635","https://openalex.org/W2798391154","https://openalex.org/W2822752092","https://openalex.org/W2936995161","https://openalex.org/W2949734902","https://openalex.org/W3007279825","https://openalex.org/W3035386872","https://openalex.org/W3094279629","https://openalex.org/W3100779497","https://openalex.org/W3119346136","https://openalex.org/W3196800830","https://openalex.org/W3197982360","https://openalex.org/W3200523076","https://openalex.org/W3206092468","https://openalex.org/W4210490159"],"related_works":["https://openalex.org/W4315785049","https://openalex.org/W4309224979","https://openalex.org/W4225929918","https://openalex.org/W3118286710","https://openalex.org/W3095450733","https://openalex.org/W3036048022","https://openalex.org/W3026879719","https://openalex.org/W3015792155","https://openalex.org/W2937906318","https://openalex.org/W2895097035"],"abstract_inverted_index":{"Federated":[0,94],"learning":[1,35,96],"is":[2,72,133,177,184,226],"served":[3],"as":[4,42],"a":[5,22],"novel":[6],"distributed":[7],"training":[8,47,201],"framework":[9],"that":[10,80,132],"enables":[11],"multiple":[12],"clients":[13,181],"of":[14,17,33,46,54,59,85,113,118,126,137,154,166,180,187,217,232,240],"the":[15,26,31,43,52,57,62,67,77,83,86,116,124,129,145,151,155,163,178,185,194,215,221,230,233,238,243],"internet":[16],"things":[18],"to":[19,51,74,213,228],"collaboratively":[20],"train":[21],"global":[23],"model":[24,55],"while":[25],"data":[27],"remains":[28],"local.":[29],"However,":[30],"implement":[32],"federated":[34],"faces":[36],"many":[37],"problems":[38],"in":[39,103,115],"practice,":[40],"such":[41],"large":[44],"number":[45,179,186],"for":[48,158,193],"convergence":[49,152,164],"due":[50],"size":[53,110],"and":[56,111,182,209],"lack":[58],"adaptivity":[60],"by":[61,135,171,200,236],"stochastic":[63],"gradient-based":[64],"update":[65,117],"at":[66],"client":[68],"side.":[69],"Meanwhile,":[70],"it":[71],"sensitive":[73],"noise":[75,127],"during":[76],"optimization":[78],"process":[79],"can":[81,168],"affect":[82],"performance":[84,153],"final":[87],"model.":[88,120],"For":[89],"these":[90],"reasons,":[91],"we":[92,139,149],"propose":[93],"Adaptive":[95],"based":[97],"on":[98,128,144,207,242],"Derivative":[99],"Term,":[100],"called":[101],"FedADT":[102],"this":[104],"paper,":[105],"which":[106],"incorporates":[107],"adaptive":[108],"step":[109],"difference":[112,136],"gradient":[114],"local":[119],"To":[121],"further":[122],"reduce":[123],"influence":[125],"derivative":[130,146],"term":[131],"estimated":[134],"gradient,":[138],"use":[140],"moving":[141],"average":[142],"decay":[143],"term.":[147],"Moreover,":[148],"analyze":[150],"proposed":[156,234],"algorithm":[157,235],"non-convex":[159],"objective":[160],"function,":[161],"i.e.,":[162],"rate":[165],"1/nT":[167],"be":[169],"achieved":[170],"choosing":[172],"appropriate":[173],"hyper-parameters,":[174],"where":[175],"n":[176],"T":[183],"iterations,":[188],"respectively.":[189],"Finally,":[190],"various":[191],"experiments":[192],"image":[195],"classification":[196],"task":[197],"are":[198],"conducted":[199],"widely":[202],"used":[203,227],"convolutional":[204],"neural":[205],"network":[206],"MNIST":[208,211,245],"Fashion":[210,244],"datasets":[212],"verify":[214],"effectiveness":[216],"FedADT.":[218],"In":[219],"addition,":[220],"receiver":[222],"operating":[223],"characteristic":[224],"curve":[225],"display":[229],"result":[231],"predicting":[237],"categories":[239],"clothing":[241],"dataset.":[246]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4382865492","counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-01-05T23:43:06.017463","created_date":"2023-07-02"}