{"id":"https://openalex.org/W4385269915","doi":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188363","title":"ML KPI Prediction in 5G and B5G Networks","display_name":"ML KPI Prediction in 5G and B5G Networks","publication_year":2023,"publication_date":"2023-06-06","ids":{"openalex":"https://openalex.org/W4385269915","doi":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188363"},"language":"en","primary_location":{"id":"doi:10.1109/eucnc/6gsummit58263.2023.10188363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Joint European Conference on Networks and Communications &amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2404.01530","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051194704","display_name":"Nguyen Phuc Tran","orcid":"https://orcid.org/0000-0002-9792-7907"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Nguyen Phuc Tran","raw_affiliation_strings":["Concordia University,Montr&#x00E9;al,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"Concordia University,Montr&#x00E9;al,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045673027","display_name":"Oscar Delgado","orcid":"https://orcid.org/0000-0001-9574-0850"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Oscar Delgado","raw_affiliation_strings":["Concordia University,Montr&#x00E9;al,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"Concordia University,Montr&#x00E9;al,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048080334","display_name":"Brigitte Jaumard","orcid":"https://orcid.org/0000-0003-3443-4918"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Brigitte Jaumard","raw_affiliation_strings":["Concordia University,Montr&#x00E9;al,Qu\u00e9bec,Canada"],"affiliations":[{"raw_affiliation_string":"Concordia University,Montr&#x00E9;al,Qu\u00e9bec,Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040173168","display_name":"Fadi Bishay","orcid":null},"institutions":[{"id":"https://openalex.org/I4210160469","display_name":"Ciena (Canada)","ror":"https://ror.org/05agqdk49","country_code":"CA","type":"company","lineage":["https://openalex.org/I1295297804","https://openalex.org/I4210160469"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fadi Bishay","raw_affiliation_strings":["Ciena,Ottawa,ON,Canada","Ciena, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ciena,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I4210160469"]},{"raw_affiliation_string":"Ciena, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210160469"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5051194704"],"corresponding_institution_ids":["https://openalex.org/I60158472"],"apc_list":null,"apc_paid":null,"fwci":1.614,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.84358662,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"502","last_page":"507"},"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":0.9965999722480774,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9962999820709229,"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/performance-indicator","display_name":"Performance indicator","score":0.8262939453125},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7850478291511536},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6472094058990479},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6394157409667969},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.6124024987220764},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.5924918055534363},{"id":"https://openalex.org/keywords/performance-metric","display_name":"Performance metric","score":0.563158392906189},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5481168031692505},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5026798248291016},{"id":"https://openalex.org/keywords/network-performance","display_name":"Network performance","score":0.4794720411300659},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.45545050501823425},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.41128382086753845},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3620378375053406},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.27390068769454956},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10876870155334473},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.09706342220306396},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0933023989200592}],"concepts":[{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.8262939453125},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7850478291511536},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6472094058990479},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6394157409667969},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.6124024987220764},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.5924918055534363},{"id":"https://openalex.org/C2780898871","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance metric","level":2,"score":0.563158392906189},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5481168031692505},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5026798248291016},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.4794720411300659},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.45545050501823425},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.41128382086753845},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3620378375053406},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.27390068769454956},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10876870155334473},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.09706342220306396},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0933023989200592},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/eucnc/6gsummit58263.2023.10188363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eucnc/6gsummit58263.2023.10188363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Joint European Conference on Networks and Communications &amp; 6G Summit (EuCNC/6G Summit)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2404.01530","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.01530","pdf_url":"https://arxiv.org/pdf/2404.01530","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2404.01530","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.01530","pdf_url":"https://arxiv.org/pdf/2404.01530","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322675","display_name":"Mitacs","ror":"https://ror.org/00cjrc276"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385269915.pdf","grobid_xml":"https://content.openalex.org/works/W4385269915.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2754368137","https://openalex.org/W2767151733","https://openalex.org/W2791110762","https://openalex.org/W2793337561","https://openalex.org/W2795658001","https://openalex.org/W2922728125","https://openalex.org/W2982683046","https://openalex.org/W2992748881","https://openalex.org/W2995228442","https://openalex.org/W3007943882","https://openalex.org/W3034077089","https://openalex.org/W3088102818","https://openalex.org/W3112983622","https://openalex.org/W3115730995","https://openalex.org/W4206387284","https://openalex.org/W4283455846","https://openalex.org/W4285413680","https://openalex.org/W4288108708","https://openalex.org/W4289655075","https://openalex.org/W6767707592"],"related_works":["https://openalex.org/W2073135931","https://openalex.org/W3213295739","https://openalex.org/W2198761078","https://openalex.org/W2917728452","https://openalex.org/W178693508","https://openalex.org/W3189314001","https://openalex.org/W2883830961","https://openalex.org/W2783062657","https://openalex.org/W4293233886","https://openalex.org/W4385269915"],"abstract_inverted_index":{"Network":[0],"operators":[1,85],"are":[2],"facing":[3],"new":[4,21,63],"challenges":[5,14],"when":[6],"meeting":[7],"the":[8,18,33,66,81,95,101,133,137,160,185,189],"needs":[9],"of":[10,20,36,54,83,145,162],"their":[11,90],"customers.":[12],"The":[13],"arise":[15],"due":[16],"to":[17,49,68,79,117,141,153],"rise":[19],"services,":[22],"such":[23],"as":[24],"HD":[25],"video":[26],"streaming,":[27],"IoT,":[28],"autonomous":[29],"driving,":[30],"etc.,":[31],"and":[32,43,56,88,100,122],"exponential":[34],"growth":[35],"network":[37,76,128,139,147],"traffic.":[38],"In":[39,106],"this":[40,60,107],"context,":[41],"5G":[42,121],"B5G":[44,123],"networks":[45,74,91,124],"have":[46],"been":[47],"evolving":[48],"accommodate":[50],"a":[51,111,165],"wide":[52],"range":[53],"applications":[55],"use":[57],"cases.":[58],"Additionally,":[59],"evolution":[61],"brings":[62],"features,":[64],"like":[65],"ability":[67],"create":[69],"multiple":[70],"end-to-end":[71,126],"isolated":[72],"virtual":[73],"using":[75],"slicing.":[77],"Nevertheless,":[78],"ensure":[80],"quality":[82],"service,":[84],"must":[86],"maintain":[87],"optimize":[89],"in":[92,120],"accordance":[93],"with":[94,125,136,184],"key":[96],"performance":[97,166],"indicators":[98],"(KPIs)":[99],"slice":[102],"service-level":[103],"agreements":[104],"(SLAs).":[105],"paper,":[108],"we":[109,131],"introduce":[110],"machine":[112],"learning":[113],"(ML)":[114],"model":[115,177],"used":[116,152],"estimate":[118,144],"throughput":[119,135],"(E2E)":[127],"slices.":[129],"Then,":[130],"combine":[132],"predicted":[134],"current":[138],"state":[140],"derive":[142],"an":[143],"other":[146,182],"KPIs,":[148],"which":[149],"can":[150],"be":[151],"further":[154],"improve":[155],"service":[156],"assurance.":[157],"To":[158],"assess":[159],"efficiency":[161],"our":[163,174],"solution,":[164],"metric":[167],"was":[168],"proposed.":[169],"Numerical":[170],"evaluations":[171],"demonstrate":[172],"that":[173],"KPI":[175],"prediction":[176],"outperforms":[178],"those":[179],"derived":[180],"from":[181],"methods":[183],"same":[186,190],"or":[187],"nearly":[188],"computational":[191],"time.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
