{"id":"https://openalex.org/W4400728109","doi":"https://doi.org/10.1109/iwcmc61514.2024.10592409","title":"Handling Imbalanced 5G and Beyond Network Tabular Data Using Conditional Generative Models","display_name":"Handling Imbalanced 5G and Beyond Network Tabular Data Using Conditional Generative Models","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4400728109","doi":"https://doi.org/10.1109/iwcmc61514.2024.10592409"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc61514.2024.10592409","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iwcmc61514.2024.10592409","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://myresearchspace.uws.ac.uk/ws/files/45807778/2024_03_28_Andrade-Hoz_et_al_Handling_accepted_-_for_Pure.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004879415","display_name":"Jimena Andrade-Hoz","orcid":"https://orcid.org/0000-0001-7420-7467"},"institutions":[{"id":"https://openalex.org/I868834043","display_name":"University of the West of Scotland","ror":"https://ror.org/04w3d2v20","country_code":"GB","type":"education","lineage":["https://openalex.org/I868834043"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jimena Andrade-Hoz","raw_affiliation_strings":["University of the West of Scotland,Paisley,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of the West of Scotland,Paisley,United Kingdom","institution_ids":["https://openalex.org/I868834043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049376858","display_name":"Jos\u00e9 M. Alcaraz Calero","orcid":"https://orcid.org/0000-0002-2654-7595"},"institutions":[{"id":"https://openalex.org/I868834043","display_name":"University of the West of Scotland","ror":"https://ror.org/04w3d2v20","country_code":"GB","type":"education","lineage":["https://openalex.org/I868834043"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jose M. Alcaraz-Calero","raw_affiliation_strings":["University of the West of Scotland,Paisley,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of the West of Scotland,Paisley,United Kingdom","institution_ids":["https://openalex.org/I868834043"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100341330","display_name":"Qi Wang","orcid":"https://orcid.org/0000-0002-7764-9858"},"institutions":[{"id":"https://openalex.org/I868834043","display_name":"University of the West of Scotland","ror":"https://ror.org/04w3d2v20","country_code":"GB","type":"education","lineage":["https://openalex.org/I868834043"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qi Wang","raw_affiliation_strings":["University of the West of Scotland,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of the West of Scotland,United Kingdom","institution_ids":["https://openalex.org/I868834043"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004879415"],"corresponding_institution_ids":["https://openalex.org/I868834043"],"apc_list":null,"apc_paid":null,"fwci":1.8511,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87112686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11653","display_name":"Financial Distress and Bankruptcy Prediction","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1402","display_name":"Accounting"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13429","display_name":"Electricity Theft Detection Techniques","score":0.9430999755859375,"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/computer-science","display_name":"Computer science","score":0.7054852843284607},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6294345259666443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4717619717121124},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3359750509262085}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7054852843284607},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6294345259666443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4717619717121124},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3359750509262085}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwcmc61514.2024.10592409","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iwcmc61514.2024.10592409","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire/20966bc5-dc34-436a-addf-133a1e532e61","is_oa":true,"landing_page_url":"https://research-portal.uws.ac.uk/en/publications/20966bc5-dc34-436a-addf-133a1e532e61","pdf_url":"https://myresearchspace.uws.ac.uk/ws/files/45807778/2024_03_28_Andrade-Hoz_et_al_Handling_accepted_-_for_Pure.pdf","source":{"id":"https://openalex.org/S4306402572","display_name":"The UWS Academic Portal (University of the West of Scotland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I868834043","host_organization_name":"University of the West of Scotland","host_organization_lineage":["https://openalex.org/I868834043"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Andrade-Hoz, J, Alcaraz-Calero, J M & Wang, Q 2024, Handling imbalanced 5G and beyond network tabular data using conditional generative models. in Proceedings of the 20th International Wireless Communications & Mobile Computing Conference. IEEE, The 20th International Wireless Communications & Mobile Computing Conference, Ayia Napa, Cyprus, 27/05/24. https://doi.org/10.1109/IWCMC61514.2024.10592409","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:openaire/20966bc5-dc34-436a-addf-133a1e532e61","is_oa":true,"landing_page_url":"https://research-portal.uws.ac.uk/en/publications/20966bc5-dc34-436a-addf-133a1e532e61","pdf_url":"https://myresearchspace.uws.ac.uk/ws/files/45807778/2024_03_28_Andrade-Hoz_et_al_Handling_accepted_-_for_Pure.pdf","source":{"id":"https://openalex.org/S4306402572","display_name":"The UWS Academic Portal (University of the West of Scotland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I868834043","host_organization_name":"University of the West of Scotland","host_organization_lineage":["https://openalex.org/I868834043"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Andrade-Hoz, J, Alcaraz-Calero, J M & Wang, Q 2024, Handling imbalanced 5G and beyond network tabular data using conditional generative models. in Proceedings of the 20th International Wireless Communications & Mobile Computing Conference. IEEE, The 20th International Wireless Communications & Mobile Computing Conference, Ayia Napa, Cyprus, 27/05/24. https://doi.org/10.1109/IWCMC61514.2024.10592409","raw_type":"contributionToPeriodical"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4607160898","display_name":null,"funder_award_id":"101095933","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4694974357","display_name":null,"funder_award_id":"101139172","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5029097555","display_name":"Autonomous Trust, Security and Privacy Management Framework for IoT","funder_award_id":"101020259","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8051717526","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320308612","display_name":"PATH","ror":"https://ror.org/02ycvrx49"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400728109.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1504040945","https://openalex.org/W1536719639","https://openalex.org/W2070058271","https://openalex.org/W2565167788","https://openalex.org/W2772303842","https://openalex.org/W2806276686","https://openalex.org/W2889836475","https://openalex.org/W2902901670","https://openalex.org/W3088878551","https://openalex.org/W3120369609","https://openalex.org/W3123788974","https://openalex.org/W4206179653","https://openalex.org/W4288296172","https://openalex.org/W4292974997","https://openalex.org/W4311415873","https://openalex.org/W4320013936","https://openalex.org/W4385838579","https://openalex.org/W4391217692","https://openalex.org/W4392392407","https://openalex.org/W6630086899","https://openalex.org/W6756556786","https://openalex.org/W6765451912","https://openalex.org/W6789214268"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2380075625","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032"],"abstract_inverted_index":{"Data-driven":[0],"machine":[1,91,162],"learning":[2,163],"based":[3,164],"approaches":[4],"have":[5,121],"been":[6,122],"playing":[7],"increasingly":[8],"important":[9],"roles":[10],"in":[11,33,179],"5":[12],"G":[13],"and":[14,19,58,66,104,175],"beyond":[15],"(B5G)":[16],"network":[17,116],"management":[18,117],"optimisation.":[20],"One":[21],"of":[22,30,61,71,85,106,130,140,181],"the":[23,28,39,83,100,131],"major":[24],"challenges":[25],"is":[26,74,146],"that":[27,77,161],"existence":[29],"class":[31],"imbalance":[32,141],"networking":[34],"datasets":[35],"can":[36,47],"greatly":[37],"bias":[38],"classifier":[40],"towards":[41],"a":[42,49,75,89,114,138],"majority":[43],"classification.":[44],"This":[45],"discrepancy":[46],"pose":[48],"serious":[50],"problem":[51,139],"for":[52,110],"AI-based":[53],"models,":[54,174],"which":[55,145],"require":[56],"large":[57],"diverse":[59],"amounts":[60],"data":[62,73,112,170,183],"to":[63,88,126,152],"learn":[64],"patterns":[65],"generate":[67],"classifications.":[68],"The":[69,135,158],"generation":[70],"synthetic":[72,133,156],"process":[76],"has":[78],"evolved":[79],"over":[80],"time":[81],"from":[82],"application":[84],"statistical":[86,173],"models":[87,109,120,151,166],"more":[90,168],"learning-centric":[92],"approaches.":[93],"In":[94],"this":[95],"research":[96],"work":[97],"we":[98],"present":[99],"development,":[101],"implementation,":[102],"evaluation":[103,128],"comparison":[105],"four":[107],"generative":[108,150,165],"tabular":[111],"on":[113],"B5G":[115],"dataset.":[118],"These":[119],"previously":[123],"optimised":[124],"according":[125],"certain":[127],"metrics":[129],"generated":[132],"data.":[134,157],"dataset":[136],"presents":[137],"between":[142],"its":[143],"classes,":[144],"improved":[147],"by":[148],"using":[149],"enrich":[153],"it":[154],"with":[155],"results":[159],"show":[160],"obtain":[167],"accurate":[169],"than":[171],"traditional":[172],"are":[176],"much":[177],"faster":[178],"terms":[180],"conditional":[182],"sampling.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
