{"id":"https://openalex.org/W4317988082","doi":"https://doi.org/10.1109/tnsm.2023.3239672","title":"ML-FaaS: Toward Exploiting the Serverless Paradigm to Facilitate Machine Learning Functions as a Service","display_name":"ML-FaaS: Toward Exploiting the Serverless Paradigm to Facilitate Machine Learning Functions as a Service","publication_year":2023,"publication_date":"2023-01-25","ids":{"openalex":"https://openalex.org/W4317988082","doi":"https://doi.org/10.1109/tnsm.2023.3239672"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2023.3239672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3239672","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 and Service Management","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/A5020924832","display_name":"Efterpi Paraskevoulakou","orcid":"https://orcid.org/0000-0002-0542-5636"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Efterpi Paraskevoulakou","raw_affiliation_strings":["Department of Digital Systems, University of Piraeus, Piraeus, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Digital Systems, University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069674161","display_name":"Dimosthenis Kyriazis","orcid":"https://orcid.org/0000-0001-7019-7214"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimosthenis Kyriazis","raw_affiliation_strings":["Department of Digital Systems, University of Piraeus, Piraeus, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Digital Systems, University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020924832"],"corresponding_institution_ids":["https://openalex.org/I154757721"],"apc_list":null,"apc_paid":null,"fwci":5.5914,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.96248757,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"20","issue":"3","first_page":"2110","last_page":"2123"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9980000257492065,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9980000257492065,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.855905294418335},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.667026937007904},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6608678102493286},{"id":"https://openalex.org/keywords/microservices","display_name":"Microservices","score":0.5745337009429932},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.5173682570457458},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.49883151054382324},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4853293001651764},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4797464609146118},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4700269401073456},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.44773852825164795},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.43799299001693726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37187880277633667},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3679167628288269},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33153533935546875},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3129327893257141},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.26676374673843384},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18961834907531738},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.18272197246551514},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.115133136510849}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.855905294418335},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.667026937007904},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6608678102493286},{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.5745337009429932},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.5173682570457458},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.49883151054382324},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4853293001651764},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4797464609146118},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4700269401073456},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.44773852825164795},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.43799299001693726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37187880277633667},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3679167628288269},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33153533935546875},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3129327893257141},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.26676374673843384},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18961834907531738},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.18272197246551514},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.115133136510849},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2023.3239672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3239672","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320331361","display_name":"University of Piraeus Research Centre","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W87312633","https://openalex.org/W1919216911","https://openalex.org/W2015964844","https://openalex.org/W2024880014","https://openalex.org/W2108587916","https://openalex.org/W2148143831","https://openalex.org/W2148459868","https://openalex.org/W2171816001","https://openalex.org/W2230801863","https://openalex.org/W2295124130","https://openalex.org/W2368566748","https://openalex.org/W2519706319","https://openalex.org/W2591324491","https://openalex.org/W2626970695","https://openalex.org/W2734809522","https://openalex.org/W2763095368","https://openalex.org/W2793630790","https://openalex.org/W2799900537","https://openalex.org/W2891550401","https://openalex.org/W2909514410","https://openalex.org/W2910862205","https://openalex.org/W2918828872","https://openalex.org/W2920834220","https://openalex.org/W2932942618","https://openalex.org/W2934208298","https://openalex.org/W2945471755","https://openalex.org/W2963551995","https://openalex.org/W2984905932","https://openalex.org/W2994844380","https://openalex.org/W2995419643","https://openalex.org/W3005926919","https://openalex.org/W3013015689","https://openalex.org/W3047499212","https://openalex.org/W3047528232","https://openalex.org/W3105227206","https://openalex.org/W3112143385","https://openalex.org/W3118225780","https://openalex.org/W3120660324","https://openalex.org/W3140348519","https://openalex.org/W3157175643","https://openalex.org/W3159219445","https://openalex.org/W3181392997","https://openalex.org/W3215002152","https://openalex.org/W4205924332","https://openalex.org/W6603553207","https://openalex.org/W6761312779","https://openalex.org/W6765483917","https://openalex.org/W6773360655"],"related_works":["https://openalex.org/W3181741639","https://openalex.org/W4210334847","https://openalex.org/W4367181468","https://openalex.org/W2767473057","https://openalex.org/W2994988622","https://openalex.org/W3003367851","https://openalex.org/W3119944216","https://openalex.org/W2351197002","https://openalex.org/W3180088989","https://openalex.org/W1492892507"],"abstract_inverted_index":{"Serverless":[0],"computing":[1],"has":[2],"emerged":[3],"as":[4,37,175,194,262],"a":[5,190,214,228,253],"revolutionary":[6],"model":[7,68],"that":[8],"enables":[9],"the":[10,18,23,32,38,47,66,82,87,91,119,138,149,167,170,182,185,210,223,244,257,263,267],"deployment":[11,83],"of":[12,20,34,86,122,140,162,169,184,205,212,247,259,266],"applications":[13],"and":[14,60,84,133,152,199],"services":[15,155],"by":[16,31,55,80,156,177,188,221,255],"raising":[17],"level":[19],"abstraction":[21],"from":[22,49],"underline":[24],"resources.":[25,89],"Its":[26],"main":[27],"functionality":[28],"is":[29],"enlightened":[30],"notion":[33],"Function-as-a-Service":[35],"(FaaS)":[36],"core":[39],"means":[40],"to":[41,52,249],"realize":[42],"efficient":[43],"serverless":[44,67,123,224],"offerings.":[45],"Following":[46],"shift":[48],"traditional":[50],"architectures":[51],"microservices":[53],"-":[54],"attaining":[56],"flexibility,":[57],"productivity,":[58],"portability,":[59],"performance":[61,202],"in":[62,95,104,203,252],"industrial-scale":[63],"IT":[64],"projects,":[65],"introduces":[69],"even":[70],"more":[71],"fine-grained":[72],"services,":[73,159],"named":[74],"\u201cnanoservices\u201d,":[75],"which":[76],"facilitate":[77],"required":[78,176],"scalability":[79],"abstracting":[81],"management":[85],"infrastructure":[88],"On":[90],"application":[92,106],"space,":[93],"advances":[94],"big":[96,113],"data":[97,114,172,178],"analysis":[98,115],"contribute":[99],"towards":[100,227],"extracting":[101],"actionable":[102],"knowledge":[103],"various":[105],"domains.":[107],"In":[108],"this":[109,126],"context,":[110],"approaches":[111],"for":[112,136],"aim":[116],"at":[117],"exploiting":[118,256],"added":[120],"value":[121],"architectures.":[124],"To":[125],"end,":[127],"we":[128,208],"are":[129],"presenting":[130],"an":[131,195],"extendable":[132],"generalized":[134],"approach":[135,147,187,235],"facilitating":[137,157],"provision":[139],"Machine":[141],"Learning":[142],"Functions-as-a-Service":[143],"(MLFaaS).":[144],"The":[145],"proposed":[146,186],"outstrips":[148],"classical":[150],"atomic":[151],"standard":[153],"isolated":[154],"composite":[158],"i.e.,":[160],"workflows/pipelines":[161],"ML":[163,196],"tasks,":[164],"thus":[165],"enabling":[166],"realization":[168],"complete":[171],"path":[173],"functions":[174,248],"scientists.":[179],"We":[180],"demonstrate":[181],"operation":[183],"modeling":[189],"real-world":[191],"analytics":[192],"scenario":[193],"workflow":[197],"pipeline":[198,254],"evaluate":[200],"its":[201],"terms":[204],"performance.":[206,269],"Furthermore,":[207],"address":[209],"challenge":[211],"utilizing":[213],"function":[215,233],"oriented":[216],"service":[217,232],"template":[218],"recommendation":[219],"system,":[220],"expanding":[222],"functional":[225],"boundaries":[226],"holistic":[229],"Quality-of-Service":[230],"(QoS)-aware":[231],"selection":[234],"based":[236],"on":[237],"Artificial":[238],"Intelligence":[239],"techniques.":[240],"These":[241],"techniques":[242],"propose":[243],"optimal":[245],"number":[246],"be":[250],"implemented":[251],"importance":[258],"response":[260],"time":[261],"primary":[264],"key":[265],"application\u2019s":[268]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-29T08:15:47.926485","created_date":"2025-10-10T00:00:00"}
