{"id":"https://openalex.org/W4392372358","doi":"https://doi.org/10.1186/s13677-024-00614-y","title":"AI-empowered mobile edge computing: inducing balanced federated learning strategy over edge for balanced data and optimized computation cost","display_name":"AI-empowered mobile edge computing: inducing balanced federated learning strategy over edge for balanced data and optimized computation cost","publication_year":2024,"publication_date":"2024-03-04","ids":{"openalex":"https://openalex.org/W4392372358","doi":"https://doi.org/10.1186/s13677-024-00614-y"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-024-00614-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-024-00614-y","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-024-00614-y","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-024-00614-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005178354","display_name":"Momina Shaheen","orcid":"https://orcid.org/0000-0001-9424-9787"},"institutions":[{"id":"https://openalex.org/I87482320","display_name":"University of Management and Technology","ror":"https://ror.org/0095xcq10","country_code":"PK","type":"education","lineage":["https://openalex.org/I87482320"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Momina Shaheen","raw_affiliation_strings":["School of Systems and Technology, University of Management and Technology, Lahore, 54000, Pakistan"],"affiliations":[{"raw_affiliation_string":"School of Systems and Technology, University of Management and Technology, Lahore, 54000, Pakistan","institution_ids":["https://openalex.org/I87482320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052791434","display_name":"Muhammad Shoaib Farooq","orcid":"https://orcid.org/0000-0003-3263-2646"},"institutions":[{"id":"https://openalex.org/I87482320","display_name":"University of Management and Technology","ror":"https://ror.org/0095xcq10","country_code":"PK","type":"education","lineage":["https://openalex.org/I87482320"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad S. Farooq","raw_affiliation_strings":["School of Systems and Technology, University of Management and Technology, Lahore, 54000, Pakistan"],"affiliations":[{"raw_affiliation_string":"School of Systems and Technology, University of Management and Technology, Lahore, 54000, Pakistan","institution_ids":["https://openalex.org/I87482320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080479079","display_name":"T. Umer","orcid":"https://orcid.org/0000-0002-3333-8142"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Tariq Umer","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad Lahore Campus, Lahore, 54000, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad Lahore Campus, Lahore, 54000, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005178354"],"corresponding_institution_ids":["https://openalex.org/I87482320"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":5.4399,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.96103018,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","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/T10764","display_name":"Privacy-Preserving Technologies in Data","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/T10237","display_name":"Cryptography and Data Security","score":0.9983999729156494,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8211357593536377},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.7453873157501221},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.741590678691864},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.740155816078186},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5627658367156982},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5070858001708984},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.4501667618751526},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.44350627064704895},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.40017327666282654},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3230893015861511},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1452566683292389},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14015546441078186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8211357593536377},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.7453873157501221},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.741590678691864},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.740155816078186},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5627658367156982},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5070858001708984},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.4501667618751526},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.44350627064704895},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.40017327666282654},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3230893015861511},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1452566683292389},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14015546441078186}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-024-00614-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-024-00614-y","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-024-00614-y","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:042d6eed51fe4837b3676ab9b06d0666","is_oa":true,"landing_page_url":"https://doaj.org/article/042d6eed51fe4837b3676ab9b06d0666","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":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 13, Iss 1, Pp 1-21 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-024-00614-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-024-00614-y","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-024-00614-y","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392372358.pdf"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1981276685","https://openalex.org/W2025183033","https://openalex.org/W2083711338","https://openalex.org/W2132791018","https://openalex.org/W2142402086","https://openalex.org/W2295598076","https://openalex.org/W2473418344","https://openalex.org/W2536286795","https://openalex.org/W2626769593","https://openalex.org/W2771813345","https://openalex.org/W2798720628","https://openalex.org/W2901671507","https://openalex.org/W2910283416","https://openalex.org/W2912213068","https://openalex.org/W2945827727","https://openalex.org/W2954124071","https://openalex.org/W2954996726","https://openalex.org/W2955213239","https://openalex.org/W2957167823","https://openalex.org/W2963108767","https://openalex.org/W2963382997","https://openalex.org/W2982409974","https://openalex.org/W2982464076","https://openalex.org/W3006360344","https://openalex.org/W3007267976","https://openalex.org/W3009421588","https://openalex.org/W3015636663","https://openalex.org/W3019945581","https://openalex.org/W3021654819","https://openalex.org/W3038022836","https://openalex.org/W3038028469","https://openalex.org/W3080934299","https://openalex.org/W3099980742","https://openalex.org/W3100779497","https://openalex.org/W3105122387","https://openalex.org/W3133312630","https://openalex.org/W3176364684","https://openalex.org/W3202052562","https://openalex.org/W4206731046","https://openalex.org/W4213010368","https://openalex.org/W4230452299","https://openalex.org/W4243236934","https://openalex.org/W4246774680","https://openalex.org/W4253273171","https://openalex.org/W4285731275","https://openalex.org/W4292148537","https://openalex.org/W4295548135","https://openalex.org/W4312127361","https://openalex.org/W4313362273","https://openalex.org/W4317434693","https://openalex.org/W4321611807","https://openalex.org/W4323338469","https://openalex.org/W4378376673","https://openalex.org/W4380184654","https://openalex.org/W4381956964","https://openalex.org/W4385235956","https://openalex.org/W4385452282","https://openalex.org/W4385625564","https://openalex.org/W4385737398","https://openalex.org/W4390060061","https://openalex.org/W4390930259","https://openalex.org/W6600103761","https://openalex.org/W6600140940","https://openalex.org/W6601176510","https://openalex.org/W6825589429"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W3034137700","https://openalex.org/W4362496467","https://openalex.org/W2896883851","https://openalex.org/W2917127270","https://openalex.org/W3185499500","https://openalex.org/W3014317926"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"Mobile":[2],"Edge":[3,48],"Computing,":[4],"the":[5,20,38,55,69,115,149,152,170,202],"framework":[6],"of":[7,23,40,71,117,151,182,199,204],"federated":[8,85,205],"learning":[9,13,86],"can":[10],"enable":[11],"collaborative":[12],"models":[14],"across":[15,54,190],"edge":[16,26,46,76,88],"nodes,":[17],"without":[18],"necessitating":[19],"direct":[21],"exchange":[22],"data":[24,42,72,97,118,123,167,176],"from":[25],"nodes.":[27],"It":[28],"addresses":[29],"significant":[30],"challenges":[31],"encompassing":[32],"access":[33],"rights,":[34],"privacy,":[35],"security,":[36],"and":[37,51,60,99,102,130,174,194],"utilization":[39],"heterogeneous":[41],"sources":[43],"over":[44],"mobile":[45],"computing.":[47],"devices":[49],"generate":[50],"gather":[52],"data,":[53],"network,":[56],"in":[57,68,84,144,201],"non-IID":[58],"(independent":[59],"identically":[61],"distributed)":[62],"manner":[63],"leading":[64],"to":[65,82,121,158,165],"potential":[66],"variations":[67],"number":[70],"samples":[73],"among":[74],"these":[75],"networks.":[77],"A":[78],"method":[79],"is":[80,112,156],"proposed":[81,153],"work":[83],"under":[87],"computing":[89],"setting,":[90],"which":[91],"involves":[92],"AI":[93],"techniques":[94,120],"such":[95],"as":[96],"augmentation":[98,119],"class":[100,128],"estimation":[101,129],"balancing":[103],"during":[104],"training":[105],"process":[106],"with":[107],"minimized":[108],"computational":[109,145],"overhead.":[110],"This":[111,138,185],"accomplished":[113],"through":[114],"implementation":[116],"refine":[122],"distribution.":[124],"Additionally,":[125],"we":[126],"leveraged":[127],"employed":[131],"linear":[132],"regression":[133],"for":[134,179],"client-side":[135],"model":[136],"training.":[137],"strategic":[139],"approach":[140,186],"yields":[141],"a":[142],"reduction":[143],"costs.":[146],"To":[147],"validate":[148],"effectiveness":[150],"approach,":[154],"it":[155],"applied":[157],"two":[159],"distinct":[160],"datasets.":[161],"One":[162],"dataset":[163,192],"pertains":[164],"image":[166],"(FashionMNIST),":[168],"while":[169],"other":[171],"comprises":[172],"numerical":[173],"textual":[175],"concerning":[177],"stocks":[178],"predictive":[180],"analysis":[181],"stock":[183],"values.":[184],"demonstrates":[187],"commendable":[188],"performance":[189],"both":[191],"types":[193],"approaching":[195],"more":[196],"than":[197],"92%":[198],"accuracy":[200],"paradigm":[203],"learning.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":5}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}
