{"id":"https://openalex.org/W4401907802","doi":"https://doi.org/10.1109/icest62335.2024.10639750","title":"A Machine Learning Approach for Network Slice Selection","display_name":"A Machine Learning Approach for Network Slice Selection","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4401907802","doi":"https://doi.org/10.1109/icest62335.2024.10639750"},"language":"en","primary_location":{"id":"doi:10.1109/icest62335.2024.10639750","doi":"https://doi.org/10.1109/icest62335.2024.10639750","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icest62335.2024.10639750","pdf_url":null,"source":{"id":"https://openalex.org/S4363608518","display_name":"International Scientific Conference on Information, Communication and Energy Systems and Technologies (ICEST)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 59th International Scientific Conference on Information, Communication and Energy Systems and Technologies (ICEST)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5107070974","display_name":"Polya Georgieva","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I31151848","display_name":"Technical University of Sofia","ror":"https://ror.org/052prhs50","country_code":"BG","type":"education","lineage":["https://openalex.org/I31151848"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Polya Georgieva","raw_affiliation_strings":["Technical University of Sofia,Faculty of Telecommunications,Sofia,Bulgaria,1756"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Sofia,Faculty of Telecommunications,Sofia,Bulgaria,1756","institution_ids":["https://openalex.org/I31151848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072994930","display_name":"Atanas Vlahov","orcid":"https://orcid.org/0009-0000-9190-618X","observed_orcids":["https://orcid.org/0009-0000-9190-618X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Atanas Vlahov","raw_affiliation_strings":["R&D&I Consortium, ICI Laboratory, Boulevard \u201cTsarigradsko shose\u201d 111,Sofia,Bulgaria,1784"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"R&D&I Consortium, ICI Laboratory, Boulevard \u201cTsarigradsko shose\u201d 111,Sofia,Bulgaria,1784","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078409807","display_name":"Vladimir K. Poulkov","orcid":"https://orcid.org/0000-0003-3226-5639","observed_orcids":["https://orcid.org/0000-0003-3226-5639"]},"institutions":[{"id":"https://openalex.org/I31151848","display_name":"Technical University of Sofia","ror":"https://ror.org/052prhs50","country_code":"BG","type":"education","lineage":["https://openalex.org/I31151848"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Vladimir Poulkov","raw_affiliation_strings":["Technical University of Sofia,Faculty of Telecommunications,Sofia,Bulgaria,1756"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Sofia,Faculty of Telecommunications,Sofia,Bulgaria,1756","institution_ids":["https://openalex.org/I31151848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054696693","display_name":"Agata H. Manolova","orcid":"https://orcid.org/0000-0002-8120-363X","observed_orcids":["https://orcid.org/0000-0002-8120-363X"]},"institutions":[{"id":"https://openalex.org/I31151848","display_name":"Technical University of Sofia","ror":"https://ror.org/052prhs50","country_code":"BG","type":"education","lineage":["https://openalex.org/I31151848"]}],"countries":["BG"],"is_corresponding":false,"raw_author_name":"Agata Manolova","raw_affiliation_strings":["Technical University of Sofia,Faculty of Telecommunications,Sofia,Bulgaria,1756"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Sofia,Faculty of Telecommunications,Sofia,Bulgaria,1756","institution_ids":["https://openalex.org/I31151848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3118,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.3513115,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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":1.0,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.0,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/network-slicing","display_name":"network slicing","score":0.8399999737739563},{"id":"https://openalex.org/keywords/5g","display_name":"5G","score":0.9990000128746033},{"id":"https://openalex.org/keywords/packet-loss-rate","display_name":"packet loss rate","score":0.8450000286102295},{"id":"https://openalex.org/keywords/technology-support","display_name":"technology support","score":0.8199999928474426},{"id":"https://openalex.org/keywords/class-imbalance","display_name":"class imbalance","score":0.7990000247955322},{"id":"https://openalex.org/keywords/data-balancing","display_name":"data balancing","score":0.906000018119812},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"feature engineering","score":0.8920000195503235},{"id":"https://openalex.org/keywords/service-quality","display_name":"service quality","score":0.7070000171661377}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7467811703681946},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6161710619926453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5499836206436157},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46573179960250854}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icest62335.2024.10639750","doi":"https://doi.org/10.1109/icest62335.2024.10639750","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icest62335.2024.10639750","pdf_url":null,"source":{"id":"https://openalex.org/S4363608518","display_name":"International Scientific Conference on Information, Communication and Energy Systems and Technologies (ICEST)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 59th International Scientific Conference on Information, Communication and Energy Systems and Technologies (ICEST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2612074600","https://openalex.org/W2900804979","https://openalex.org/W2907546937","https://openalex.org/W3006210340","https://openalex.org/W3193630371"],"related_works":["https://openalex.org/W4408860130","https://openalex.org/W4388534728","https://openalex.org/W4416666145","https://openalex.org/W4362500901","https://openalex.org/W7126269350","https://openalex.org/W4387355895","https://openalex.org/W4375946237","https://openalex.org/W7164847464","https://openalex.org/W7162362469","https://openalex.org/W7127893947"],"abstract_inverted_index":{"The":[0],"surge":[1],"in":[2,7,38,107],"diverse":[3],"and":[4,63,72,80,110],"demanding":[5],"applications":[6],"5G":[8,39],"networks":[9],"requires":[10],"advanced":[11],"management":[12],"techniques,":[13],"such":[14,58],"as":[15,59],"network":[16,35],"slicing,":[17],"to":[18,46,75,89],"ensure":[19],"optimal":[20],"service":[21],"quality":[22],"across":[23],"varied":[24],"requirements.":[25],"This":[26,98],"paper":[27],"introduces":[28],"a":[29,83],"machine":[30],"learning-based":[31],"approach":[32,99],"for":[33,55],"optimizing":[34],"slice":[36,56],"selection":[37],"networks,":[40],"focusing":[41],"on":[42],"the":[43,77,91,95,102],"AdaBoostClassifier":[44],"due":[45],"its":[47],"robust":[48],"predictive":[49],"capabilities.":[50],"Key":[51],"performance":[52],"indicators":[53],"critical":[54],"differentiation":[57],"packet":[60],"loss":[61],"rate":[62],"technology":[64],"support":[65],"are":[66],"processed":[67],"through":[68],"extensive":[69],"data":[70,84],"preprocessing":[71],"feature":[73],"engineering":[74],"improve":[76],"model's":[78,92,103],"accuracy":[79],"efficiency.":[81],"Furthermore,":[82],"balancing":[85],"method":[86],"was":[87],"implemented":[88],"mitigate":[90],"bias":[93],"towards":[94],"dominant":[96],"class.":[97],"significantly":[100],"enhanced":[101],"overall":[104],"performance,":[105],"resulting":[106],"more":[108],"accurate":[109],"reliable":[111],"outcomes":[112]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-08-28T00:00:00"}