{"id":"https://openalex.org/W4200391546","doi":"https://doi.org/10.1109/meditcom49071.2021.9647571","title":"Machine Learning for Network Slicing in Future Mobile Networks: Design and Implementation","display_name":"Machine Learning for Network Slicing in Future Mobile Networks: Design and Implementation","publication_year":2021,"publication_date":"2021-09-07","ids":{"openalex":"https://openalex.org/W4200391546","doi":"https://doi.org/10.1109/meditcom49071.2021.9647571"},"language":"en","primary_location":{"id":"doi:10.1109/meditcom49071.2021.9647571","is_oa":false,"landing_page_url":"https://doi.org/10.1109/meditcom49071.2021.9647571","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","raw_type":"proceedings-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/A5028439598","display_name":"Luis A. Garrido","orcid":"https://orcid.org/0000-0003-2219-016X"},"institutions":[{"id":"https://openalex.org/I4210163845","display_name":"Iquadrat (Spain)","ror":"https://ror.org/05m866204","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163845"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis A. Garrido","raw_affiliation_strings":["Iquadrat R&D Department, Iquadrat Informatica, S.L Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iquadrat R&D Department, Iquadrat Informatica, S.L Barcelona, Spain","institution_ids":["https://openalex.org/I4210163845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045056842","display_name":"Anestis Dalgkitsis","orcid":"https://orcid.org/0000-0001-6838-1768"},"institutions":[{"id":"https://openalex.org/I4210163845","display_name":"Iquadrat (Spain)","ror":"https://ror.org/05m866204","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163845"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Anestis Dalgkitsis","raw_affiliation_strings":["Iquadrat R&D Department, Iquadrat Informatica, S.L Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iquadrat R&D Department, Iquadrat Informatica, S.L Barcelona, Spain","institution_ids":["https://openalex.org/I4210163845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056825446","display_name":"Kostas Ramantas","orcid":"https://orcid.org/0000-0002-1304-784X"},"institutions":[{"id":"https://openalex.org/I4210163845","display_name":"Iquadrat (Spain)","ror":"https://ror.org/05m866204","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163845"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Kostas Ramantas","raw_affiliation_strings":["Iquadrat R&D Department, Iquadrat Informatica, S.L Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iquadrat R&D Department, Iquadrat Informatica, S.L Barcelona, Spain","institution_ids":["https://openalex.org/I4210163845"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016866376","display_name":"Christos Verikoukis","orcid":"https://orcid.org/0000-0001-8774-1052"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Christos Verikoukis","raw_affiliation_strings":["Communication Technologies Division, CTTC/CERCA Castelldefels, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Communication Technologies Division, CTTC/CERCA Castelldefels, Spain","institution_ids":["https://openalex.org/I4210087295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1223,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.80123659,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"23","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9997000098228455,"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":0.9997000098228455,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9932000041007996,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9879999756813049,"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":0.8048739433288574},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.7234712839126587},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7021542191505432},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4796871840953827},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.45885422825813293},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.44302287697792053},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.43902215361595154},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42919057607650757},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.42787104845046997},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.3949817419052124},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3750533163547516},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34935909509658813}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8048739433288574},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.7234712839126587},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7021542191505432},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4796871840953827},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.45885422825813293},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.44302287697792053},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.43902215361595154},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42919057607650757},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.42787104845046997},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.3949817419052124},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3750533163547516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34935909509658813},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/meditcom49071.2021.9647571","is_oa":false,"landing_page_url":"https://doi.org/10.1109/meditcom49071.2021.9647571","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W170020907","https://openalex.org/W1590488181","https://openalex.org/W1923849620","https://openalex.org/W1966676388","https://openalex.org/W2196263691","https://openalex.org/W2234017516","https://openalex.org/W2407110432","https://openalex.org/W2597003067","https://openalex.org/W2612074600","https://openalex.org/W2614614014","https://openalex.org/W2739609673","https://openalex.org/W2762414772","https://openalex.org/W2762605243","https://openalex.org/W2786932819","https://openalex.org/W2884285953","https://openalex.org/W2888218876","https://openalex.org/W2891274509","https://openalex.org/W2900106410","https://openalex.org/W2900804979","https://openalex.org/W2902656632","https://openalex.org/W2903500163","https://openalex.org/W2909877301","https://openalex.org/W2910790589","https://openalex.org/W2910883594","https://openalex.org/W2912097332","https://openalex.org/W2913159621","https://openalex.org/W2914808220","https://openalex.org/W2920929129","https://openalex.org/W2926804451","https://openalex.org/W2931578893","https://openalex.org/W2936188877","https://openalex.org/W2949913798","https://openalex.org/W2951764312","https://openalex.org/W2958991960","https://openalex.org/W2963035276","https://openalex.org/W2963232083","https://openalex.org/W2963737801","https://openalex.org/W2969501197","https://openalex.org/W2980466635","https://openalex.org/W2985001294","https://openalex.org/W2999044653","https://openalex.org/W2999832078","https://openalex.org/W3001402560","https://openalex.org/W3010032444","https://openalex.org/W3027402057","https://openalex.org/W3043953517","https://openalex.org/W3103060284","https://openalex.org/W4298857966","https://openalex.org/W4385974699","https://openalex.org/W4398299709","https://openalex.org/W6635205284","https://openalex.org/W6637967152","https://openalex.org/W6640402974","https://openalex.org/W6747063171","https://openalex.org/W6778155345","https://openalex.org/W6855888754"],"related_works":["https://openalex.org/W79913212","https://openalex.org/W2094884983","https://openalex.org/W2378898096","https://openalex.org/W560952460","https://openalex.org/W2290927522","https://openalex.org/W4283579741","https://openalex.org/W3066706303","https://openalex.org/W876159576","https://openalex.org/W4252147399","https://openalex.org/W2805125868"],"abstract_inverted_index":{"Designing":[0],"mechanisms":[1,56,217],"for":[2,79,93,200],"orchestration":[3,53,103,174],"and":[4,14,43,54,67,86,104,108,122,143,151,175,211],"management":[5,55,176],"is":[6,20],"one":[7],"of":[8,29,40,90,102,113,135,160,173,184],"the":[9,26,37,41,44,80,83,94,100,114,161,166,171,182,185],"central":[10],"issues":[11,101],"in":[12,76,177,190],"5G":[13],"Beyond-5G":[15],"(B5G)":[16],"network":[17,141],"infrastructures.":[18],"This":[19,156],"due,":[21],"among":[22],"other":[23],"things,":[24],"to":[25,35,63,73,98,170],"sheer":[27],"amount":[28],"traffic":[30,136],"that":[31,218],"they":[32,46],"are":[33,71],"expected":[34,72],"support,":[36],"decentralized":[38,152],"nature":[39],"architectures":[42],"services":[45],"run.":[47],"In":[48],"these":[49],"future":[50],"communication":[51,65],"networks,":[52],"will":[57],"be":[58,74],"more":[59],"complicated":[60],"when":[61],"compared":[62],"previous":[64],"technologies,":[66],"centralized":[68],"legacy":[69],"solutions":[70,147,163],"limited":[75],"ensuring":[77],"revenue":[78],"infrastructure":[81],"providers,":[82],"service":[84,145],"providers":[85],"a":[87,196,207],"good":[88],"Quality":[89],"Experience":[91],"(QoE)":[92],"end":[95],"users.In":[96],"order":[97],"tackle":[99],"management,":[105],"both":[106],"academia":[107],"industry":[109],"have":[110],"provided":[111],"state":[112],"art":[115],"contributions":[116,169,189],"based":[117,148],"on":[118,149],"Artificial":[119],"Intelligence":[120],"(AI)":[121],"its":[123],"integration":[124],"into":[125],"5G/B5G":[126,178],"networks.":[127],"Among":[128],"these,":[129],"we":[130],"can":[131],"find":[132],"advanced":[133,220],"forms":[134],"forecasting,":[137],"admission":[138,215],"control":[139,216],"(for":[140],"slices":[142],"user":[144],"requests)":[146],"AI":[150],"Reinforcement":[153],"Learning":[154],"(RL).":[155],"paper":[157],"summarizes":[158],"some":[159],"AI-based":[162],"developed":[164,180],"by":[165],"authors":[167],"as":[168],"problems":[172],"networks":[179],"within":[181],"framework":[183],"MonB5G":[186],"project.":[187],"The":[188],"this":[191],"scope":[192],"are:":[193],"1)":[194],"SCHEMA,":[195],"distributed":[197],"RL":[198],"mechanism":[199],"Service":[201],"Function":[202],"Placement":[203],"(SFC),":[204],"2)":[205],"CATP,":[206],"Context-Aware":[208],"Traffic":[209],"Predictor,":[210],"3)":[212],"Pre-BAC,":[213],"an":[214],"exploits":[219],"time-series":[221],"forecasting.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}