{"id":"https://openalex.org/W4387149979","doi":"https://doi.org/10.1145/3565287.3610265","title":"kaNSaaS: Combining Deep Learning and Optimization for Practical Overbooking of Network Slices","display_name":"kaNSaaS: Combining Deep Learning and Optimization for Practical Overbooking of Network Slices","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387149979","doi":"https://doi.org/10.1145/3565287.3610265"},"language":"en","primary_location":{"id":"doi:10.1145/3565287.3610265","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3565287.3610265","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://e-archivo.uc3m.es/bitstreams/3a86b8dd-eebc-4cf5-a040-fa51c75da73f/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043438646","display_name":"Sergi Alcal\u00e1-Mar\u00edn","orcid":"https://orcid.org/0000-0001-9848-0484"},"institutions":[{"id":"https://openalex.org/I2802499160","display_name":"IMDEA Networks","ror":"https://ror.org/04mm9fg30","country_code":"ES","type":"facility","lineage":["https://openalex.org/I105140100","https://openalex.org/I2802499160"]},{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sergi Alcal\u00e1-Mar\u00edn","raw_affiliation_strings":["IMDEA Networks Institute, Madrid, Spain","University Carlos III of Madrid, Madrid, Spain","IMDEA Networks Institute, Madrid, Spain University Carlos III of Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9848-0484","affiliations":[{"raw_affiliation_string":"IMDEA Networks Institute, Madrid, Spain","institution_ids":["https://openalex.org/I2802499160"]},{"raw_affiliation_string":"University Carlos III of Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"IMDEA Networks Institute, Madrid, Spain University Carlos III of Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I2802499160","https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026619014","display_name":"Antonio Bazco-Nogueras","orcid":"https://orcid.org/0000-0001-7367-0898"},"institutions":[{"id":"https://openalex.org/I2802499160","display_name":"IMDEA Networks","ror":"https://ror.org/04mm9fg30","country_code":"ES","type":"facility","lineage":["https://openalex.org/I105140100","https://openalex.org/I2802499160"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio Bazco-Nogueras","raw_affiliation_strings":["IMDEA Networks Institute, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7367-0898","affiliations":[{"raw_affiliation_string":"IMDEA Networks Institute, Madrid, Spain","institution_ids":["https://openalex.org/I2802499160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065707703","display_name":"Albert Banchs","orcid":"https://orcid.org/0000-0003-3544-8537"},"institutions":[{"id":"https://openalex.org/I2802499160","display_name":"IMDEA Networks","ror":"https://ror.org/04mm9fg30","country_code":"ES","type":"facility","lineage":["https://openalex.org/I105140100","https://openalex.org/I2802499160"]},{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Albert Banchs","raw_affiliation_strings":["IMDEA Networks, Madrid, Spain","University Carlos III of Madrid, Madrid, Spain","IMDEA Networks, Madrid, Spain University Carlos III of Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3544-8537","affiliations":[{"raw_affiliation_string":"IMDEA Networks, Madrid, Spain","institution_ids":["https://openalex.org/I2802499160"]},{"raw_affiliation_string":"University Carlos III of Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I50357001"]},{"raw_affiliation_string":"IMDEA Networks, Madrid, Spain University Carlos III of Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I2802499160","https://openalex.org/I50357001"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057196170","display_name":"Marco Fiore","orcid":"https://orcid.org/0000-0002-0772-9967"},"institutions":[{"id":"https://openalex.org/I2802499160","display_name":"IMDEA Networks","ror":"https://ror.org/04mm9fg30","country_code":"ES","type":"facility","lineage":["https://openalex.org/I105140100","https://openalex.org/I2802499160"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marco Fiore","raw_affiliation_strings":["IMDEA Networks Institute, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-0772-9967","affiliations":[{"raw_affiliation_string":"IMDEA Networks Institute, Madrid, Spain","institution_ids":["https://openalex.org/I2802499160"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"51","last_page":"60"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994000196456909,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994000196456909,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9986000061035156,"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":0.9972000122070312,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8275979161262512},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.5717691779136658},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5313611030578613},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5158175826072693},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5038091540336609},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.488958477973938},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.46107032895088196},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.4170219898223877},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35200467705726624},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35177499055862427},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.20764774084091187},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16967427730560303}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8275979161262512},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.5717691779136658},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5313611030578613},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5158175826072693},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5038091540336609},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.488958477973938},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.46107032895088196},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.4170219898223877},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35200467705726624},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35177499055862427},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.20764774084091187},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16967427730560303},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3565287.3610265","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3565287.3610265","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:e-archivo.uc3m.es:10016/39093","is_oa":true,"landing_page_url":"http://hdl.handle.net/10016/39093","pdf_url":"https://e-archivo.uc3m.es/bitstreams/3a86b8dd-eebc-4cf5-a040-fa51c75da73f/download","source":{"id":"https://openalex.org/S4306400817","display_name":"e-Archivo (Carlos III University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I50357001","host_organization_name":"Universidad Carlos III de Madrid","host_organization_lineage":["https://openalex.org/I50357001"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference output"}],"best_oa_location":{"id":"pmh:oai:e-archivo.uc3m.es:10016/39093","is_oa":true,"landing_page_url":"http://hdl.handle.net/10016/39093","pdf_url":"https://e-archivo.uc3m.es/bitstreams/3a86b8dd-eebc-4cf5-a040-fa51c75da73f/download","source":{"id":"https://openalex.org/S4306400817","display_name":"e-Archivo (Carlos III University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I50357001","host_organization_name":"Universidad Carlos III de Madrid","host_organization_lineage":["https://openalex.org/I50357001"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference output"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2309512478","display_name":"TRials supported by Smart Networks beyond 5G","funder_award_id":"101095871","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2406092791","display_name":"Network intelligence for aDAptive and sElf-Learning MObile Networks","funder_award_id":"101017109","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6695977280","display_name":null,"funder_award_id":"101017109","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387149979.pdf","grobid_xml":"https://content.openalex.org/works/W4387149979.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W74203006","https://openalex.org/W2468115901","https://openalex.org/W2496609900","https://openalex.org/W2888872201","https://openalex.org/W2894954515","https://openalex.org/W2910790589","https://openalex.org/W2916079228","https://openalex.org/W2949104502","https://openalex.org/W2958608667","https://openalex.org/W2963507686","https://openalex.org/W2986807517","https://openalex.org/W3002189898","https://openalex.org/W3040783181","https://openalex.org/W3119575205","https://openalex.org/W3126980066","https://openalex.org/W4285282359","https://openalex.org/W4292074376","https://openalex.org/W4381747950"],"related_works":["https://openalex.org/W3206494224","https://openalex.org/W2788675931","https://openalex.org/W2888712913","https://openalex.org/W2036541792","https://openalex.org/W2310750045","https://openalex.org/W2042072109","https://openalex.org/W3212477594","https://openalex.org/W2792071139","https://openalex.org/W2024969333","https://openalex.org/W2913775178"],"abstract_inverted_index":{"Cloud-native":[0],"mobile":[1],"networks":[2],"pave":[3],"the":[4,23,30,47,100,122],"road":[5],"for":[6,51,84],"Network":[7],"Slicing":[8],"as":[9],"a":[10,17,81],"Service":[11],"(NSaaS),":[12],"where":[13,67],"slice":[14,65,88],"overbooking":[15,50,89],"is":[16,58],"promising":[18],"management":[19,86,132],"strategy":[20],"to":[21,35,72,97,130],"maximize":[22],"revenues":[24],"from":[25],"admitted":[26],"slices":[27],"by":[28,126,141],"exploiting":[29],"fact":[31],"they":[32],"are":[33],"unlikely":[34],"fully":[36],"utilize":[37],"their":[38],"reserved":[39],"resources":[40],"concurrently.":[41],"While":[42],"seminal":[43],"works":[44],"have":[45],"shown":[46],"potential":[48],"of":[49,103,114],"NSaaS":[52,85,131],"in":[53,60],"simplistic":[54],"cases,":[55],"its":[56,68],"realization":[57],"challenging":[59],"practical":[61],"scenarios":[62],"with":[63,87,110,128],"realistic":[64],"demands,":[66],"actual":[69,115],"performance":[70],"remains":[71],"be":[73],"tested.":[74],"In":[75],"this":[76],"paper,":[77],"we":[78],"propose":[79],"kaNSaaS,":[80],"complete":[82],"solution":[83],"that":[90,119,134],"combines":[91],"deep":[92],"learning":[93],"and":[94,106],"classical":[95],"optimization":[96],"jointly":[98],"solve":[99],"key":[101],"tasks":[102],"admission":[104],"control":[105],"resource":[107],"allocation.":[108],"Experiments":[109],"large-scale":[111],"measurement":[112],"data":[113],"tenant":[116],"demands":[117],"show":[118],"kaNSaaS":[120],"increases":[121],"network":[123],"operator":[124],"profits":[125],"300%":[127],"respect":[129],"strategies":[133],"do":[135],"not":[136],"employ":[137],"overbooking,":[138],"while":[139],"outperforming":[140],"more":[142],"than":[143],"20%":[144],"state-of-the-art":[145],"overbooking-based":[146],"approaches.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-20T07:56:41.581041","created_date":"2025-10-10T00:00:00"}