{"id":"https://openalex.org/W4292387464","doi":"https://doi.org/10.1109/tmc.2022.3200059","title":"Federated Multi-Discriminator BiWGAN-GP Based Collaborative Anomaly Detection for Virtualized Network Slicing","display_name":"Federated Multi-Discriminator BiWGAN-GP Based Collaborative Anomaly Detection for Virtualized Network Slicing","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4292387464","doi":"https://doi.org/10.1109/tmc.2022.3200059"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2022.3200059","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2022.3200059","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-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/A5061001504","display_name":"Weili Wang","orcid":"https://orcid.org/0000-0001-5374-7296"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weili Wang","raw_affiliation_strings":["School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-5374-7296","affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025881622","display_name":"Chengchao Liang","orcid":"https://orcid.org/0000-0002-4125-2840"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengchao Liang","raw_affiliation_strings":["School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008134907","display_name":"Lun Tang","orcid":"https://orcid.org/0000-0003-1622-2401"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lun Tang","raw_affiliation_strings":["School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-1622-2401","affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035446029","display_name":"Halim Yan\u0131k\u00f6mero\u011flu","orcid":"https://orcid.org/0000-0003-4776-9354"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Halim Yanikomeroglu","raw_affiliation_strings":["Department of Systems and Computer Engineering, Carleton University, Ottawa, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-4776-9354","affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Engineering, Carleton University, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084338675","display_name":"Qianbin Chen","orcid":"https://orcid.org/0000-0001-6868-6860"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianbin Chen","raw_affiliation_strings":["School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-6868-6860","affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering and the Key Laboratory of Mobile Communication, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7368,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.84938896,"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":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9990000128746033,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9990000128746033,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9988999962806702,"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/T10166","display_name":"Mosquito-borne diseases and control","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8417090773582458},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7771086692810059},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.7092636227607727},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5979621410369873},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.5395033359527588},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.4596220552921295},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.43698522448539734},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.410931259393692},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.4105824828147888},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.1643543541431427},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1192842423915863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8417090773582458},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7771086692810059},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.7092636227607727},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5979621410369873},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.5395033359527588},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.4596220552921295},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.43698522448539734},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.410931259393692},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.4105824828147888},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.1643543541431427},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1192842423915863},{"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/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2022.3200059","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2022.3200059","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1689711448","https://openalex.org/W2098936723","https://openalex.org/W2115627867","https://openalex.org/W2288739839","https://openalex.org/W2535838896","https://openalex.org/W2597003067","https://openalex.org/W2599354622","https://openalex.org/W2755577605","https://openalex.org/W2762414772","https://openalex.org/W2765811365","https://openalex.org/W2775542991","https://openalex.org/W2780312776","https://openalex.org/W2792103155","https://openalex.org/W2793988933","https://openalex.org/W2799664252","https://openalex.org/W2807784720","https://openalex.org/W2883059862","https://openalex.org/W2899730059","https://openalex.org/W2902282988","https://openalex.org/W2903252781","https://openalex.org/W2910858987","https://openalex.org/W2914488306","https://openalex.org/W2918460052","https://openalex.org/W2952292163","https://openalex.org/W2969944804","https://openalex.org/W2982078036","https://openalex.org/W2990559999","https://openalex.org/W3010852232","https://openalex.org/W3020483042","https://openalex.org/W3033877814","https://openalex.org/W3035416814","https://openalex.org/W3042304889","https://openalex.org/W3044515030","https://openalex.org/W3087902378","https://openalex.org/W3092448674","https://openalex.org/W3093482086","https://openalex.org/W3101220048","https://openalex.org/W3105324058","https://openalex.org/W3130570154","https://openalex.org/W3130721624","https://openalex.org/W3162651254","https://openalex.org/W3183716705","https://openalex.org/W3184510329","https://openalex.org/W3200981643","https://openalex.org/W4221146354","https://openalex.org/W4294568686","https://openalex.org/W4295521014","https://openalex.org/W4297687186","https://openalex.org/W4320013936","https://openalex.org/W6715501732","https://openalex.org/W6735913928","https://openalex.org/W6779669310"],"related_works":["https://openalex.org/W3040099731","https://openalex.org/W4289406342","https://openalex.org/W2896600774","https://openalex.org/W2088620127","https://openalex.org/W2743348030","https://openalex.org/W2947629119","https://openalex.org/W1963799338","https://openalex.org/W2542775576","https://openalex.org/W2900408237","https://openalex.org/W2036412865"],"abstract_inverted_index":{"Virtualized":[0],"network":[1,23,32,50,75,94,120,136],"slicing":[2,121],"allows":[3],"a":[4,13,26,80,100,147,251],"multitude":[5],"of":[6,29,49,57,73,133,201,217,237],"logical":[7,27],"networks":[8],"to":[9,17,97,158,213,226],"be":[10,181],"created":[11],"on":[12,36,53,68,172,250],"common":[14],"substrate":[15],"infrastructure":[16],"support":[18],"diverse":[19],"services.":[20],"A":[21],"virtualized":[22,74,119],"slice":[24,95],"is":[25],"combination":[28],"multiple":[30,173],"virtual":[31,37],"functions,":[33],"which":[34,91,187],"run":[35],"machines":[38],"(VMs)":[39],"as":[40,209],"software":[41],"applications":[42],"by":[43,195],"virtualization":[44],"techniques.":[45],"As":[46],"the":[47,54,69,124,130,140,160,196,210,215,222,238],"performance":[48],"slices":[51],"hinges":[52],"normal":[55,161,224],"running":[56],"VMs,":[58],"detecting":[59],"and":[60,114,191,199,235],"analyzing":[61],"anomalies":[62],"in":[63,118,138,231],"VMs":[64],"are":[65,170,244],"critical.":[66],"Based":[67],"three-tier":[70,85],"management":[71],"framework":[72],"slicing,":[76],"we":[77,145],"first":[78],"develop":[79],"federated":[81],"learning":[82],"(FL)":[83],"based":[84],"distributed":[86,93,115,184],"VM":[87,102,174],"anomaly":[88,103,126,207,241],"detection":[89,104,127,242],"framework,":[90],"enables":[92],"managers":[96],"collaboratively":[98],"train":[99],"global":[101],"model":[105,157,179],"while":[106],"keeping":[107],"metrics":[108,167,219],"data":[109,116,162,185,220],"locally.":[110],"The":[111,176,233],"high-dimensional,":[112],"imbalanced,":[113],"features":[117],"scenarios":[122],"invalidate":[123],"existing":[125],"models.":[128],"Considering":[129],"powerful":[131],"ability":[132],"generative":[134],"adversarial":[135],"(GAN)":[137],"capturing":[139],"distribution":[141,163,225],"from":[142,164,221],"complex":[143],"data,":[144],"design":[146],"new":[148,218],"multi-discriminator":[149,177],"Bidirectional":[150],"Wasserstein":[151],"GAN":[152],"with":[153],"Gradient":[154],"Penalty":[155],"(BiWGAN-GP)":[156],"learn":[159],"high-dimensional":[165],"resource":[166],"datasets":[168],"that":[169],"spread":[171],"monitors.":[175],"BiWGAN-GP":[178],"can":[180],"trained":[182],"over":[183],"sources,":[186],"avoids":[188],"high":[189],"communication":[190],"computation":[192],"overhead":[193],"caused":[194],"centralized":[197],"collection":[198],"processing":[200],"local":[202],"data.":[203],"We":[204],"define":[205],"an":[206],"score":[208],"discriminant":[211],"criterion":[212],"quantify":[214],"deviation":[216],"learned":[223],"detect":[227],"abnormal":[228],"behaviors":[229],"arising":[230],"VMs.":[232],"efficiency":[234],"effectiveness":[236],"proposed":[239],"collaborative":[240],"algorithm":[243],"validated":[245],"through":[246],"extensive":[247],"experimental":[248],"evaluation":[249],"real-world":[252],"dataset.":[253]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
