{"id":"https://openalex.org/W4408324765","doi":"https://doi.org/10.1109/globecom52923.2024.10901640","title":"Towards Secure Edge Computing: Advanced Machine Learning Techniques for Detecting Malicious Computing Tasks","display_name":"Towards Secure Edge Computing: Advanced Machine Learning Techniques for Detecting Malicious Computing Tasks","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4408324765","doi":"https://doi.org/10.1109/globecom52923.2024.10901640"},"language":"en","primary_location":{"id":"doi:10.1109/globecom52923.2024.10901640","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901640","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","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/A5093022257","display_name":"Mshari Aljumaie","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mshari Aljumaie","raw_affiliation_strings":["University of Technology,School of Electrical and Data Engineering,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology,School of Electrical and Data Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083099860","display_name":"Tran Viet Khoa","orcid":"https://orcid.org/0000-0002-6488-404X"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tran Viet Khoa","raw_affiliation_strings":["University of Technology,School of Electrical and Data Engineering,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology,School of Electrical and Data Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010194618","display_name":"Chi-Hieu Nguyen","orcid":"https://orcid.org/0009-0002-6903-0163"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chi-Hieu Nguyen","raw_affiliation_strings":["University of Technology,School of Electrical and Data Engineering,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology,School of Electrical and Data Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007992576","display_name":"Dinh Thai Hoang","orcid":"https://orcid.org/0000-0002-9528-0863"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dinh Thai Hoang","raw_affiliation_strings":["University of Technology,School of Electrical and Data Engineering,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology,School of Electrical and Data Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100697893","display_name":"Diep N. Nguyen","orcid":"https://orcid.org/0000-0003-2659-8648"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Diep N. Nguyen","raw_affiliation_strings":["University of Technology,School of Electrical and Data Engineering,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology,School of Electrical and Data Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063537942","display_name":"Eryk Dutkiewicz","orcid":"https://orcid.org/0000-0002-4268-9286"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Eryk Dutkiewicz","raw_affiliation_strings":["University of Technology,School of Electrical and Data Engineering,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology,School of Electrical and Data Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5093022257"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":0.375,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.63325838,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1755","last_page":"1760"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9815999865531921,"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/T11800","display_name":"User Authentication and Security Systems","score":0.9211999773979187,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.8297945857048035},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.7060794234275818},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4741867482662201},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4572680592536926},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43458667397499084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2863890528678894}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8297945857048035},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.7060794234275818},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4741867482662201},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4572680592536926},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43458667397499084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2863890528678894}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom52923.2024.10901640","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901640","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1997037234","https://openalex.org/W2033779093","https://openalex.org/W2049559208","https://openalex.org/W2103414007","https://openalex.org/W2271567685","https://openalex.org/W2594560857","https://openalex.org/W2625739732","https://openalex.org/W2807786182","https://openalex.org/W2849849680","https://openalex.org/W2911505293","https://openalex.org/W3015636663","https://openalex.org/W3201085012"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"In":[0],"this":[1,92],"work,":[2],"we":[3,43,118],"propose":[4,120],"a":[5,94,133,149,155],"novel":[6],"machine":[7],"learning":[8,157],"empowered":[9],"intrusion":[10],"detection":[11,115,145],"for":[12,143],"Mobile":[13],"Edge":[14],"Computing":[15],"(MEC)":[16],"networks.":[17],"Unlike":[18],"most":[19],"of":[20,39,203],"the":[21,30,49,86,103,128,144,172,176,185],"research":[22],"works":[23],"that":[24,194],"focus":[25],"on":[26],"detecting":[27,189],"attacks":[28,53,199],"at":[29,48,102,171],"network":[31],"layer,":[32,51],"such":[33],"as":[34,71,100],"IP":[35],"spoofing":[36],"and":[37,73,109,154],"Denial":[38],"Service":[40],"(DoS)":[41],"attacks,":[42],"aim":[44],"to":[45,80,85,89,111,124,132,138,161,183],"detect":[46,198],"attacks/threats":[47],"application":[50,104],"especially":[52],"caused":[54],"by":[55],"malicious":[56],"codes":[57],"embedded":[58],"in":[59,68,98,188],"offloaded":[60],"computing":[61],"tasks.":[62],"This":[63],"is":[64,93,106],"an":[65,121,201],"emerging":[66],"issue":[67],"MEC":[69,75,78],"networks":[70],"more":[72,74,141],"services":[76],"allow":[77],"users":[79],"offload":[81],"their":[82],"computational":[83],"tasks":[84],"edge":[87],"nodes":[88],"process.":[90,146],"Yet,":[91],"very":[95],"challenging":[96,110],"problem":[97],"MEC,":[99],"data":[101,126,166],"layer":[105],"often":[107],"complex":[108],"interpret,":[112],"making":[113],"anomaly":[114],"difficult.":[116],"Therefore,":[117],"first":[119],"effective":[122,142],"solution":[123],"transfer":[125],"from":[127,164],"original":[129],"offloading":[130],"file":[131],"new":[134],"form,":[135],"i.e.,":[136],"images,":[137],"make":[139],"it":[140],"After":[147],"that,":[148],"Convolutional":[150],"Neural":[151],"Network":[152],"(CNN)":[153],"collaborative":[156],"process":[158],"are":[159],"proposed":[160],"learn":[162],"information":[163],"training":[165],"(i.e.,":[167,179],"transformed":[168],"images)":[169],"and,":[170],"same":[173],"time,":[174],"share":[175],"learned":[177],"knowledge":[178],"trained":[180],"models)":[181],"together":[182],"improve":[184],"global":[186],"accuracy":[187,202],"attacks.":[190],"Simulation":[191],"results":[192],"show":[193],"our":[195],"approach":[196],"can":[197],"with":[200],"approximately":[204],"90%.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
