{"id":"https://openalex.org/W4280631396","doi":"https://doi.org/10.1145/3458931","title":"Enhancing Security-Problem-Based Deep Learning in Mobile Edge Computing","display_name":"Enhancing Security-Problem-Based Deep Learning in Mobile Edge Computing","publication_year":2022,"publication_date":"2022-05-14","ids":{"openalex":"https://openalex.org/W4280631396","doi":"https://doi.org/10.1145/3458931"},"language":"en","primary_location":{"id":"doi:10.1145/3458931","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3458931","pdf_url":null,"source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet Technology","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/A5100652157","display_name":"Xiao Zheng","orcid":"https://orcid.org/0000-0003-4740-7695"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zheng","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University of Technology, Zibo, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077829209","display_name":"Mingchu Li","orcid":"https://orcid.org/0000-0001-8280-2936"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]},{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingchu Li","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University of Technology, China and School of Software, Dalian University of Technology, Dalian, Kaifaqu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University of Technology, China and School of Software, Dalian University of Technology, Dalian, Kaifaqu, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108137051","display_name":"Syed Hassan Ahmed","orcid":"https://orcid.org/0000-0002-1381-5095"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]},{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Syed Bilal Hussain Shah","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University of Technology, China and School of Computing and Mathematics, Manchester Metropolitan University, Metropolitan, Manchester, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University of Technology, China and School of Computing and Mathematics, Manchester Metropolitan University, Metropolitan, Manchester, UK","institution_ids":["https://openalex.org/I11983389","https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071517633","display_name":"Dinh\u2010Thuan Do","orcid":"https://orcid.org/0000-0003-2072-069X"},"institutions":[{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Dinh-Thuan Do","raw_affiliation_strings":["Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","institution_ids":["https://openalex.org/I143578492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065559740","display_name":"Yuanfang Chen","orcid":"https://orcid.org/0000-0002-1109-8491"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanfang Chen","raw_affiliation_strings":["Zhejiang University, Zhejiang, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University, Zhejiang, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050729772","display_name":"Constandinos X. Mavromoustakis","orcid":"https://orcid.org/0000-0003-0333-8034"},"institutions":[{"id":"https://openalex.org/I17389662","display_name":"University of Nicosia","ror":"https://ror.org/04v18t651","country_code":"CY","type":"education","lineage":["https://openalex.org/I17389662"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Constandinos X. Mavromoustakis","raw_affiliation_strings":["Department of Computer Science, Mobile Systems Laboratory (MoSys Lab), University of Nicosia and University of Nicosia Research Foundation, Nicosia, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Mobile Systems Laboratory (MoSys Lab), University of Nicosia and University of Nicosia Research Foundation, Nicosia, Cyprus","institution_ids":["https://openalex.org/I17389662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030161759","display_name":"George Mastorakis","orcid":"https://orcid.org/0000-0002-6733-5652"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Mastorakis","raw_affiliation_strings":["Department of Management Science and Technology, Hellenic Mediterranean University, Crete, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management Science and Technology, Hellenic Mediterranean University, Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008930531","display_name":"Evangelos Pallis","orcid":"https://orcid.org/0000-0003-2373-9775"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evangelos Pallis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Hellenic Mediterranean University, Heraklion, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Hellenic Mediterranean University, Heraklion, Greece","institution_ids":["https://openalex.org/I28710699"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2852,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5619312,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"22","issue":"2","first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","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/T10273","display_name":"IoT and Edge/Fog Computing","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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9958000183105469,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9948999881744385,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9196455478668213},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.734418511390686},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6194877028465271},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5339969396591187},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.533042848110199},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.529238224029541},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5122079253196716},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4746689796447754},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4678388833999634},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4676819443702698},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4537333846092224},{"id":"https://openalex.org/keywords/mobile-cloud-computing","display_name":"Mobile cloud computing","score":0.42884740233421326},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.37983790040016174},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3159632980823517},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2672346830368042},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14231356978416443}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9196455478668213},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.734418511390686},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6194877028465271},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5339969396591187},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.533042848110199},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.529238224029541},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5122079253196716},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4746689796447754},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4678388833999634},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4676819443702698},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4537333846092224},{"id":"https://openalex.org/C2779191767","wikidata":"https://www.wikidata.org/wiki/Q6887075","display_name":"Mobile cloud computing","level":3,"score":0.42884740233421326},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37983790040016174},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3159632980823517},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2672346830368042},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14231356978416443},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3458931","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3458931","pdf_url":null,"source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8999999761581421,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G6497341015","display_name":null,"funder_award_id":"61572095, and 61877007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W90861027","https://openalex.org/W2032243783","https://openalex.org/W2114244844","https://openalex.org/W2143309278","https://openalex.org/W2163146706","https://openalex.org/W2262390119","https://openalex.org/W2295841927","https://openalex.org/W2342906597","https://openalex.org/W2550219216","https://openalex.org/W2567184755","https://openalex.org/W2763827256","https://openalex.org/W2765878715","https://openalex.org/W2767876360","https://openalex.org/W2793022843","https://openalex.org/W2888866153","https://openalex.org/W2907377621","https://openalex.org/W2913756371","https://openalex.org/W2915260409","https://openalex.org/W2953409709","https://openalex.org/W2955505714","https://openalex.org/W2963037989","https://openalex.org/W2965894868","https://openalex.org/W2967740205","https://openalex.org/W2975878144","https://openalex.org/W2996145745","https://openalex.org/W3004984383","https://openalex.org/W3013579342","https://openalex.org/W3016481661","https://openalex.org/W3017139619","https://openalex.org/W3024862066","https://openalex.org/W3046264805","https://openalex.org/W3091977634"],"related_works":["https://openalex.org/W3034529322","https://openalex.org/W2113597336","https://openalex.org/W2155505549","https://openalex.org/W2115913271","https://openalex.org/W2357479218","https://openalex.org/W1819546284","https://openalex.org/W2018648706","https://openalex.org/W2114232034","https://openalex.org/W2953749691","https://openalex.org/W4283687890"],"abstract_inverted_index":{"The":[0,106],"implementation":[1],"of":[2,5,39,49,56,114,118,131,135,147,152,202],"a":[3,17,26,79,115,140,144,165],"variety":[4],"complex":[6],"and":[7,52,75,120,143,159,204],"energy-intensive":[8],"mobile":[9,13,21],"applications":[10],"by":[11,86],"resource-limited":[12],"devices":[14],"(MDs)":[15],"is":[16,68,104,108,194],"huge":[18],"challenge.":[19],"Fortunately,":[20],"edge":[22,66],"computing":[23,28],"(MEC)":[24],"as":[25,73],"new":[27],"paragon":[29],"can":[30,122,156,169,188],"offer":[31],"rich":[32],"resources":[33],"to":[34,64,70,96,176],"perform":[35],"all":[36],"or":[37],"part":[38],"the":[40,46,50,54,65,101,111,129,149,153,160,182,197],"MD\u2019s":[41],"task,":[42],"which":[43],"greatly":[44],"reduces":[45],"energy":[47],"consumption":[48],"MD":[51],"improves":[53],"quality":[55],"service":[57,89],"(QoS)":[58],"for":[59,139,164],"applications.":[60],"However,":[61],"offloading":[62],"tasks":[63],"server":[67],"vulnerable":[69],"attacks":[71,99],"such":[72],"tampering":[74],"snooping,":[76],"resulting":[77],"in":[78,100,200],"deep":[80],"learning":[81],"(DL)":[82],"security":[83,93,203],"feature":[84],"developed":[85],"major":[87],"cloud":[88],"providers.":[90],"An":[91],"effective":[92],"strategy":[94],"method":[95],"minimize":[97],"ongoing":[98],"MEC":[102],"setting":[103],"proposed.":[105],"algorithm":[107,193],"based":[109],"on":[110],"synthetic":[112],"principle":[113],"special":[116],"set":[117],"strategies,":[119],"it":[121,187],"quickly":[123],"construct":[124],"suboptimal":[125],"solutions":[126],"even":[127],"if":[128],"number":[130,146],"targets":[132],"achieves":[133],"hundreds":[134],"millions.":[136],"In":[137],"addition,":[138],"given":[141,145,166],"structure":[142],"patrollers,":[148],"upper":[150],"bound":[151,162],"protection":[154,167],"level":[155,168],"be":[157,171,189],"obtained,":[158],"lower":[161],"required":[163],"also":[170],"inferred.":[172],"These":[173],"bounds":[174],"apply":[175],"universal":[177],"strategies.":[178],"By":[179],"comparing":[180],"with":[181],"previous":[183,198],"three":[184],"basic":[185],"experiments,":[186],"proved":[190],"that":[191],"our":[192],"better":[195],"than":[196],"ones":[199],"terms":[201],"running":[205],"time.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
