{"id":"https://openalex.org/W3112140425","doi":"https://doi.org/10.1109/tnse.2021.3101986","title":"Optimising Cost vs Accuracy of Decentralised Analytics in Fog Computing Environments","display_name":"Optimising Cost vs Accuracy of Decentralised Analytics in Fog Computing Environments","publication_year":2021,"publication_date":"2021-08-04","ids":{"openalex":"https://openalex.org/W3112140425","doi":"https://doi.org/10.1109/tnse.2021.3101986","mag":"3112140425"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2021.3101986","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2021.3101986","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Transactions on Network Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2012.05266","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022139051","display_name":"Lorenzo Valerio","orcid":"https://orcid.org/0000-0001-5574-7847"},"institutions":[{"id":"https://openalex.org/I4210130157","display_name":"Institute of Informatics and Telematics","ror":"https://ror.org/02gdcn153","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Valerio","raw_affiliation_strings":["Institute for Informatics, Telematics National Research Council, Pisa, Italy"],"raw_orcid":"https://orcid.org/0000-0001-5574-7847","affiliations":[{"raw_affiliation_string":"Institute for Informatics, Telematics National Research Council, Pisa, Italy","institution_ids":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018610428","display_name":"Andrea Passarella","orcid":"https://orcid.org/0000-0002-1694-612X"},"institutions":[{"id":"https://openalex.org/I4210130157","display_name":"Institute of Informatics and Telematics","ror":"https://ror.org/02gdcn153","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Passarella","raw_affiliation_strings":["Institute for Informatics, Telematics National Research Council, Pisa, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1694-612X","affiliations":[{"raw_affiliation_string":"Institute for Informatics, Telematics National Research Council, Pisa, Italy","institution_ids":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051596806","display_name":"Marco Conti","orcid":"https://orcid.org/0000-0003-4097-4064"},"institutions":[{"id":"https://openalex.org/I4210130157","display_name":"Institute of Informatics and Telematics","ror":"https://ror.org/02gdcn153","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Conti","raw_affiliation_strings":["Institute for Informatics, Telematics National Research Council, Pisa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Informatics, Telematics National Research Council, Pisa, Italy","institution_ids":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1365,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.49787977,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"9","issue":"4","first_page":"1986","last_page":"2002"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9995999932289124,"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":0.9995999932289124,"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/T13553","display_name":"Age of Information Optimization","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/scalability","display_name":"Scalability","score":0.7263634204864502},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6651633381843567},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5098851919174194},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4680136442184448},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4679884612560272},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.41912615299224854},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4144611358642578},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3727368414402008},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3235178589820862},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.18948286771774292},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.148321270942688},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11029413342475891},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09255078434944153}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7263634204864502},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6651633381843567},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5098851919174194},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4680136442184448},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4679884612560272},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.41912615299224854},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4144611358642578},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3727368414402008},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3235178589820862},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.18948286771774292},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.148321270942688},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11029413342475891},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09255078434944153}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnse.2021.3101986","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2021.3101986","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Transactions on Network Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2012.05266","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.05266","pdf_url":"https://arxiv.org/pdf/2012.05266","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2012.05266","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.05266","pdf_url":"https://arxiv.org/pdf/2012.05266","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4300000071525574,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W950773855","https://openalex.org/W1480376833","https://openalex.org/W1939652453","https://openalex.org/W1992025196","https://openalex.org/W2044212084","https://openalex.org/W2054104996","https://openalex.org/W2061860832","https://openalex.org/W2098741260","https://openalex.org/W2107438106","https://openalex.org/W2114623221","https://openalex.org/W2115733245","https://openalex.org/W2116612304","https://openalex.org/W2117905067","https://openalex.org/W2135099885","https://openalex.org/W2137435346","https://openalex.org/W2143649445","https://openalex.org/W2235185944","https://openalex.org/W2475667482","https://openalex.org/W2541884796","https://openalex.org/W2554264368","https://openalex.org/W2558946687","https://openalex.org/W2560645261","https://openalex.org/W2735990176","https://openalex.org/W2743349999","https://openalex.org/W2769669795","https://openalex.org/W2790598069","https://openalex.org/W2793925626","https://openalex.org/W2805454539","https://openalex.org/W2897021175","https://openalex.org/W2897596343","https://openalex.org/W2904819746","https://openalex.org/W2907379776","https://openalex.org/W2912592113","https://openalex.org/W2920095265","https://openalex.org/W2952215077","https://openalex.org/W2962688627","https://openalex.org/W2962788286","https://openalex.org/W2963156201","https://openalex.org/W2963228337","https://openalex.org/W2963318081","https://openalex.org/W2963649943","https://openalex.org/W2975064142","https://openalex.org/W2981206218","https://openalex.org/W2996118901","https://openalex.org/W3034666238","https://openalex.org/W3091870957","https://openalex.org/W3102646983","https://openalex.org/W3204105474","https://openalex.org/W6624955300","https://openalex.org/W6640504629","https://openalex.org/W6674709963","https://openalex.org/W6676105031","https://openalex.org/W6680196509","https://openalex.org/W6728757088","https://openalex.org/W6745964145","https://openalex.org/W6748948743","https://openalex.org/W6755368796","https://openalex.org/W6758757267","https://openalex.org/W6765843025","https://openalex.org/W6769624030"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4244478748","https://openalex.org/W2910064364","https://openalex.org/W4255224757","https://openalex.org/W2499527417"],"abstract_inverted_index":{"The":[0],"exponential":[1],"growth":[2],"of":[3,10,38,63,112,171],"devices":[4,57],"and":[5,16,86,122,130,160],"data":[6,41,81,90,129],"at":[7,135],"the":[8,11,60,74,102,110,113,117,132,136,143,147,174],"edges":[9],"Internet":[12],"is":[13],"rising":[14],"scalability":[15],"privacy":[17],"concerns":[18],"on":[19,23,54,82,91],"approaches":[20],"based":[21],"exclusively":[22],"remote":[24],"cloud":[25],"platforms.":[26],"Data":[27],"gravity,":[28],"a":[29,44,83,165,186,192,197],"fundamental":[30],"concept":[31],"in":[32,73,106],"Fog":[33],"Computing,":[34],"points":[35],"towards":[36],"decentralisation":[37,88],"computation":[39],"for":[40,69,127],"analysis,":[42],"as":[43],"viable":[45],"alternative":[46],"to":[47,71,100,195],"address":[48],"those":[49],"concerns.":[50],"Decentralising":[51],"AI":[52],"tasks":[53],"several":[55],"cooperative":[56],"means":[58],"identifying":[59],"optimal":[61,103,148],"set":[62],"locations":[64],"or":[65,179],"Collection":[66],"Points":[67],"(CP":[68],"short)":[70],"use,":[72],"continuum":[75],"between":[76,157],"full":[77,87,158,161],"centralisation":[78,159],"(i.e.,":[79,89],"all":[80],"single":[84],"device)":[85],"source":[92],"locations).":[93],"We":[94,138],"propose":[95],"an":[96,152],"analytical":[97,175],"framework":[98],"able":[99],"find":[101],"operating":[104],"point":[105,156],"this":[107],"continuum,":[108],"linking":[109],"accuracy":[111],"learning":[114,200],"task":[115,201],"with":[116],"corresponding":[118],"<italic":[119,123,153],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[120,124,154],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">network</i>":[121],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">computational</i>":[125],"cost":[126,167],"moving":[128],"running":[131],"distributed":[133,199],"training":[134],"CPs.":[137],"show":[139],"through":[140],"simulations":[141],"that":[142],"model":[144,176],"accurately":[145],"predicts":[146],"trade-off,":[149],"quite":[150],"often":[151],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">intermediate</i>":[155],"decentralisation,":[162],"showing":[163],"also":[164,191],"significant":[166],"saving":[168],"w.r.t.":[169],"both":[170],"them.":[172],"Finally,":[173],"admits":[177],"closed-form":[178],"numeric":[180],"solutions,":[181],"making":[182],"it":[183],"not":[184],"only":[185],"performance":[187],"evaluation":[188],"instrument":[189],"but":[190],"design":[193],"tool":[194],"configure":[196],"given":[198],"optimally":[202],"before":[203],"its":[204],"deployment.":[205]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
