{"id":"https://openalex.org/W2994798424","doi":"https://doi.org/10.1109/cscn.2019.8931372","title":"Artificial Intelligence as a Service (AI-aaS) on Software-Defined Infrastructure","display_name":"Artificial Intelligence as a Service (AI-aaS) on Software-Defined Infrastructure","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W2994798424","doi":"https://doi.org/10.1109/cscn.2019.8931372","mag":"2994798424"},"language":"en","primary_location":{"id":"doi:10.1109/cscn.2019.8931372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscn.2019.8931372","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Conference on Standards for Communications and Networking (CSCN)","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/A5018168000","display_name":"Saeedeh Parsaeefard","orcid":"https://orcid.org/0000-0002-0865-8179"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Saeedeh Parsaeefard","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085902629","display_name":"Iman Tabrizian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iman Tabrizian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5055726968","display_name":"Alberto Leon\u2010Garcia","orcid":"https://orcid.org/0000-0002-9888-0389"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alberto Leon-Garcia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T12127","display_name":"Software System Performance and Reliability","score":0.998199999332428,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9965000152587891,"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/computer-science","display_name":"Computer science","score":0.7060689330101013},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6494894027709961},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5666228532791138},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5386542677879333},{"id":"https://openalex.org/keywords/sandbox","display_name":"Sandbox (software development)","score":0.4828818142414093},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.479262113571167},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.43430033326148987},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.43183690309524536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4175446629524231},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3369925916194916},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.31732940673828125},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18060222268104553},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14695367217063904},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13638591766357422}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7060689330101013},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6494894027709961},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5666228532791138},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5386542677879333},{"id":"https://openalex.org/C167981075","wikidata":"https://www.wikidata.org/wiki/Q2667186","display_name":"Sandbox (software development)","level":2,"score":0.4828818142414093},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.479262113571167},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.43430033326148987},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.43183690309524536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4175446629524231},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3369925916194916},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.31732940673828125},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18060222268104553},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14695367217063904},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13638591766357422},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscn.2019.8931372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscn.2019.8931372","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Conference on Standards for Communications and Networking (CSCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1874038939","https://openalex.org/W2040340473","https://openalex.org/W2117995386","https://openalex.org/W2301256649","https://openalex.org/W2471288191","https://openalex.org/W2518248207","https://openalex.org/W2734460061","https://openalex.org/W2743948853","https://openalex.org/W2766736793","https://openalex.org/W2895059999","https://openalex.org/W2902912511","https://openalex.org/W2946553955","https://openalex.org/W3126135128","https://openalex.org/W6639252741"],"related_works":["https://openalex.org/W2033352828","https://openalex.org/W2355810117","https://openalex.org/W3098313552","https://openalex.org/W70177500","https://openalex.org/W2546418048","https://openalex.org/W2076427967","https://openalex.org/W3212184609","https://openalex.org/W2499283203","https://openalex.org/W2795849205","https://openalex.org/W2111618996"],"abstract_inverted_index":{"This":[0],"paper":[1],"investigates":[2],"a":[3,10,90,119,127],"paradigm":[4],"for":[5,54],"offering":[6],"artificial":[7],"intelligence":[8],"as":[9,66,104],"service":[11,109],"(AI-aaS)":[12],"on":[13,81],"software-defined":[14],"infrastructures":[15,24],"(SDIs).":[16],"The":[17],"increasing":[18],"complexity":[19],"of":[20,30,89,115,143,151,163],"networking":[21,33],"and":[22,34,73,131,140,158],"computing":[23,36],"is":[25,87,102],"already":[26],"driving":[27],"the":[28,138,149,161],"introduction":[29],"automation":[31,44],"in":[32,59,63,112,155,160],"cloud":[35],"management":[37],"systems.":[38],"Here":[39],"we":[40],"consider":[41,148],"how":[42],"these":[43],"mechanisms":[45],"can":[46],"be":[47],"leveraged":[48],"to":[49,135],"offer":[50],"AI-aaS.":[51],"Use":[52],"cases":[53],"AI-aaS":[55,85,133],"are":[56],"easily":[57],"found":[58],"addressing":[60],"smart":[61],"applications":[62],"sectors":[64],"such":[65],"transportation,":[67],"manufacturing,":[68],"energy,":[69],"water,":[70],"air":[71],"quality,":[72],"emissions.":[74],"We":[75,146],"propose":[76],"an":[77,132,152],"architectural":[78],"scheme":[79],"based":[80],"SDIs":[82],"where":[83],"each":[84],"application":[86,101],"comprised":[88],"monitoring,":[91],"analysis,":[92],"policy,":[93],"execution":[94],"plus":[95],"knowledge":[96],"(MAPE-K)":[97],"loop":[98],"(MKL).":[99],"Each":[100],"composed":[103],"one":[105],"or":[106],"more":[107],"specific":[108],"chains":[110],"embedded":[111],"SDI,":[113],"some":[114],"which":[116],"will":[117],"include":[118],"Machine":[120],"Learning":[121],"(ML)":[122],"pipeline.":[123],"Our":[124],"model":[125],"includes":[126],"new":[128],"training":[129],"plane":[130,134],"deal":[136],"with":[137],"model-development":[139],"operational":[141],"phases":[142],"AI":[144],"applications.":[145],"also":[147],"role":[150],"ML/MKL":[153],"sandbox":[154],"ensuring":[156],"coherency":[157],"consistency":[159],"operation":[162],"multiple":[164],"parallel":[165],"MKL":[166],"loops.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}