{"id":"https://openalex.org/W4391129133","doi":"https://doi.org/10.1109/icca59364.2023.10401508","title":"Unsupervised Anomaly Detection for Throughput Enhancement in Mobile Networks","display_name":"Unsupervised Anomaly Detection for Throughput Enhancement in Mobile Networks","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4391129133","doi":"https://doi.org/10.1109/icca59364.2023.10401508"},"language":"en","primary_location":{"id":"doi:10.1109/icca59364.2023.10401508","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icca59364.2023.10401508","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Computer and Applications (ICCA)","raw_type":"proceedings-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/A5055244116","display_name":"Mohamed Adel ElBahaay","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mohamed Adel ElBahaay","raw_affiliation_strings":["Nile University,School of ITCS,Giza,Egypt","School of ITCS, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,School of ITCS,Giza,Egypt","institution_ids":["https://openalex.org/I57629906"]},{"raw_affiliation_string":"School of ITCS, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027814834","display_name":"Tamer Arafa","orcid":"https://orcid.org/0000-0001-9553-8265"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Tamer Arafa","raw_affiliation_strings":["Nile University,School of ITCS,Giza,Egypt","School of ITCS, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,School of ITCS,Giza,Egypt","institution_ids":["https://openalex.org/I57629906"]},{"raw_affiliation_string":"School of ITCS, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075177859","display_name":"Nashwa Abdelbaki","orcid":"https://orcid.org/0000-0002-2724-6209"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nashwa AbdelBaki","raw_affiliation_strings":["Nile University,School of ITCS,Giza,Egypt","School of ITCS, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"Nile University,School of ITCS,Giza,Egypt","institution_ids":["https://openalex.org/I57629906"]},{"raw_affiliation_string":"School of ITCS, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5055244116"],"corresponding_institution_ids":["https://openalex.org/I57629906"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22856321,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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/T10400","display_name":"Network Security and Intrusion Detection","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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/throughput","display_name":"Throughput","score":0.7445154190063477},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.679781436920166},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6527344584465027},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.45323774218559265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3139788508415222},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1791667342185974},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.11756479740142822},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0711604654788971}],"concepts":[{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.7445154190063477},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.679781436920166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6527344584465027},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.45323774218559265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3139788508415222},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1791667342185974},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.11756479740142822},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0711604654788971},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icca59364.2023.10401508","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icca59364.2023.10401508","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Computer and Applications (ICCA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1591514601","https://openalex.org/W1594031697","https://openalex.org/W1966292371","https://openalex.org/W2122646361","https://openalex.org/W2810563447","https://openalex.org/W2911964244","https://openalex.org/W2912083425","https://openalex.org/W2941590481","https://openalex.org/W2999615587","https://openalex.org/W3022615890","https://openalex.org/W3090917799","https://openalex.org/W3091873932","https://openalex.org/W3102760382","https://openalex.org/W3114655109","https://openalex.org/W3157602331","https://openalex.org/W3179039649","https://openalex.org/W4210358892","https://openalex.org/W4254182148","https://openalex.org/W4256141317","https://openalex.org/W4283750307","https://openalex.org/W4285606919","https://openalex.org/W6737947904","https://openalex.org/W6785923130"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2912112202","https://openalex.org/W2667207928","https://openalex.org/W4377864969","https://openalex.org/W2972971679"],"abstract_inverted_index":{"Mobile":[0,188],"Networks":[1],"(MNs)":[2],"are":[3],"rapidly":[4],"evolving,":[5],"enabling":[6],"seamless":[7],"and":[8,18,124,153,195],"faster":[9],"communication":[10],"around":[11],"the":[12,15,30,65,72,129,139,151,180],"world.":[13],"However,":[14],"escalating":[16],"complexity":[17],"management":[19],"challenges":[20],"of":[21,32,41,43,68,75,155,165],"modern":[22],"MNs,":[23,47,94],"have":[24],"become":[25],"more":[26],"pronounced,":[27],"especially":[28],"with":[29,138,179],"advent":[31],"5G":[33],"technology.":[34],"User":[35],"throughput":[36,77,100,136,159,183],"is":[37],"a":[38,86,105,169,197],"pivotal":[39],"determinant":[40],"Quality":[42],"Service":[44],"(QoS)":[45],"in":[46,53,62,93,176],"influenced":[48],"by":[49],"many":[50],"dynamic":[51],"factors":[52],"such":[54],"environments.":[55],"Conventional":[56],"monitoring":[57],"tools":[58],"often":[59],"encounter":[60],"limitations":[61],"comprehensively":[63],"capturing":[64],"evolving":[66],"nature":[67],"these":[69],"networks,":[70],"impeding":[71],"effective":[73],"identification":[74,152],"some":[76],"constraints.":[78],"To":[79],"address":[80],"this":[81,83,166],"challenge,":[82],"work":[84],"introduces":[85],"data-driven":[87],"approach":[88,167],"for":[89,97,142,182],"unsupervised":[90],"anomaly":[91],"detection":[92],"specifically":[95],"tailored":[96],"detecting":[98],"anomalous":[99],"cells.":[101],"This":[102,149,185],"involves":[103],"developing":[104],"scoring":[106,154],"methodology":[107],"leveraging":[108],"Performance":[109],"Management":[110],"(PM)":[111],"data.":[112],"The":[113],"proposed":[114],"method":[115],"integrates":[116],"Machine":[117],"Learning":[118],"(ML),":[119],"eXplainable":[120],"Artificial":[121],"Intelligence":[122],"(XAI),":[123],"statistical":[125],"analysis":[126],"to":[127,131,146],"evaluate":[128],"extent":[130],"which":[132],"each":[133],"cell\u2019s":[134],"user":[135],"aligns":[137],"expected":[140],"performance":[141],"its":[143,174],"conditions,":[144],"relative":[145],"comparable":[147],"peers.":[148],"enables":[150],"local":[156],"anomalies":[157],"where":[158],"falls":[160],"relatively":[161],"below":[162],"expectations.":[163],"Validation":[164],"on":[168],"real-world":[170],"dataset":[171],"has":[172],"demonstrated":[173],"effectiveness":[175],"identifying":[177],"cells":[178],"potential":[181],"enhancement.":[184],"can":[186],"help":[187],"Network":[189],"Operators":[190],"(MNOs)":[191],"improve":[192],"operational":[193],"efficiency":[194],"provide":[196],"better":[198],"customer":[199],"experience.":[200]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
