{"id":"https://openalex.org/W3182161186","doi":"https://doi.org/10.1109/tcss.2021.3092746","title":"A Security- and Privacy-Preserving Approach Based on Data Disturbance for Collaborative Edge Computing in Social IoT Systems","display_name":"A Security- and Privacy-Preserving Approach Based on Data Disturbance for Collaborative Edge Computing in Social IoT Systems","publication_year":2021,"publication_date":"2021-07-09","ids":{"openalex":"https://openalex.org/W3182161186","doi":"https://doi.org/10.1109/tcss.2021.3092746","mag":"3182161186"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2021.3092746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2021.3092746","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Computational Social Systems","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/A5067299655","display_name":"Peiying Zhang","orcid":"https://orcid.org/0000-0002-0990-5581"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peiying Zhang","raw_affiliation_strings":["College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352467","display_name":"Yaqi Wang","orcid":"https://orcid.org/0000-0002-4627-3392"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaqi Wang","raw_affiliation_strings":["College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409306","display_name":"Neeraj Kumar","orcid":"https://orcid.org/0000-0002-3020-3947"},"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"]},{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]},{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN","TW"],"is_corresponding":false,"raw_author_name":"Neeraj Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Thapar Institute of Engineering and Technology, Deemed to be University, Patiala, India","Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","School of Computer Science, University of Petroleum and Energy Studies, Dehradun, Uttarakhand, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Thapar Institute of Engineering and Technology, Deemed to be University, Patiala, India","institution_ids":["https://openalex.org/I162030827"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","institution_ids":["https://openalex.org/I143578492"]},{"raw_affiliation_string":"School of Computer Science, University of Petroleum and Energy Studies, Dehradun, Uttarakhand, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005072193","display_name":"Chunxiao Jiang","orcid":"https://orcid.org/0000-0002-3703-121X"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunxiao Jiang","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Beijing, China","Tsinghua Space Center, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Tsinghua Space Center, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025483301","display_name":"Guowei Shi","orcid":"https://orcid.org/0000-0002-2190-4880"},"institutions":[{"id":"https://openalex.org/I4210130112","display_name":"China Academy of Information and Communications Technology","ror":"https://ror.org/038dte259","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210130112","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guowei Shi","raw_affiliation_strings":["China Academy of Information and Communications Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"China Academy of Information and Communications Technology, Beijing, China","institution_ids":["https://openalex.org/I4210130112"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5067299655"],"corresponding_institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4210162190"],"apc_list":null,"apc_paid":null,"fwci":6.9981,"has_fulltext":false,"cited_by_count":60,"citation_normalized_percentile":{"value":0.97458827,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"9","issue":"1","first_page":"97","last_page":"108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9962999820709229,"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"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9962999820709229,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9828000068664551,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9646999835968018,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7955890893936157},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6373528838157654},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6183677315711975},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6024168133735657},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5471987128257751},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5081126689910889},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.468654066324234},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4195021092891693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3523567318916321},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.30418577790260315},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.13085803389549255}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7955890893936157},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6373528838157654},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6183677315711975},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6024168133735657},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5471987128257751},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5081126689910889},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.468654066324234},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4195021092891693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3523567318916321},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.30418577790260315},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.13085803389549255},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2021.3092746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2021.3092746","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G7209202450","display_name":null,"funder_award_id":"2020YFB1804800","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7350231434","display_name":null,"funder_award_id":"ZR2020MF006","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7357315541","display_name":null,"funder_award_id":"61922050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7947158521","display_name":null,"funder_award_id":"SKLNST-2021-1-17","funder_id":"https://openalex.org/F4320327101","funder_display_name":"State Key Laboratory of Networking and Switching Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320327101","display_name":"State Key Laboratory of Networking and Switching Technology","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W2019683128","https://openalex.org/W2067277912","https://openalex.org/W2089987227","https://openalex.org/W2409809914","https://openalex.org/W2507373853","https://openalex.org/W2732787791","https://openalex.org/W2757862489","https://openalex.org/W2763603347","https://openalex.org/W2767329275","https://openalex.org/W2787928652","https://openalex.org/W2789354743","https://openalex.org/W2803315548","https://openalex.org/W2808537148","https://openalex.org/W2895653764","https://openalex.org/W2900023162","https://openalex.org/W2908219578","https://openalex.org/W2914042153","https://openalex.org/W2929545370","https://openalex.org/W2951278088","https://openalex.org/W2963083752","https://openalex.org/W2975288815","https://openalex.org/W2992482380","https://openalex.org/W2998641953","https://openalex.org/W2999733746","https://openalex.org/W3004848853","https://openalex.org/W3011041688","https://openalex.org/W3020135647","https://openalex.org/W3024290808","https://openalex.org/W3038781879","https://openalex.org/W3045906765","https://openalex.org/W3046127806","https://openalex.org/W3047977341","https://openalex.org/W3048855029","https://openalex.org/W3061922752","https://openalex.org/W3083649915","https://openalex.org/W3088881913","https://openalex.org/W3089283090","https://openalex.org/W3089383153","https://openalex.org/W3107470314","https://openalex.org/W3109812350","https://openalex.org/W3124303715","https://openalex.org/W3126789658","https://openalex.org/W3133965099","https://openalex.org/W3134455103","https://openalex.org/W3137806212","https://openalex.org/W3169421330","https://openalex.org/W4285579862","https://openalex.org/W6730161283"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"The":[0,29,267],"Internet":[1],"of":[2,9,14,32,39,42,44,51,57,72,96,113,121,125,136,176,221,251,293,303,322,330,359,378],"things":[3],"(IoT)":[4],"has":[5,61,83,337],"certainly":[6],"become":[7],"one":[8],"the":[10,15,33,37,40,49,55,58,94,104,119,123,148,209,218,242,273,286,291,294,298,301,304,307,316,319,331,338,343,352,376],"hottest":[11],"technology":[12,35],"frameworks":[13],"year.":[16],"It":[17,60],"is":[18,128,195,213,245,270,311,325],"deep":[19,105],"in":[20,26,86,178,197,241,285,356],"many":[21],"industries,":[22],"affecting":[23],"people\u2019s":[24],"lives":[25],"all":[27],"directions.":[28],"rapid":[30],"development":[31],"IoT":[34,180,243],"accelerates":[36],"process":[38],"era":[41],"\u201cInternet":[43],"everything\u201d":[45],"but":[46,100],"also":[47,101],"changes":[48],"role":[50,71],"terminal":[52],"equipment":[53],"at":[54],"edge":[56,80,114,134,149],"network.":[59],"changed":[62],"from":[63],"a":[64,69,140,182,201,248,280],"single":[65],"data":[66,183,188,370,382],"user":[67,158,379],"to":[68,109,151,272,289,368],"dual":[70],"both":[73],"producing":[74],"and":[75,98,161,173,191,255,258,335,362,372,384],"using":[76,306],"data.":[77],"And":[78],"collaborative":[79],"computing":[81,97,115],"(CEC)":[82],"been":[84],"born":[85],"time.":[87],"CEC":[88,137,165,177,240,287],"itself":[89],"can":[90,145,363],"not":[91,130],"only":[92],"solve":[93],"problem":[95],"storage":[99],"combines":[102],"with":[103,229,297],"learning":[106],"(DL)":[107],"model":[108,277,305,324,353],"make":[110],"full":[111],"use":[112],"ability.":[116],"However,":[117],"as":[118],"core":[120],"DL,":[122],"robustness":[124],"neural":[126,282],"network":[127,150,233,283],"often":[129],"high.":[131],"In":[132],"addition,":[133],"devices":[135],"are":[138,260],"facing":[139],"highly":[141],"dynamic":[142],"environment,":[143],"which":[144],"easily":[146],"cause":[147],"be":[152],"attacked":[153],"by":[154,223,247,313],"malicious":[155],"devices.":[156],"Therefore,":[157],"privacy":[159,171,265,380],"protection":[160,184],"security":[162,174,320,340],"issues":[163],"for":[164,226],"deserve":[166],"more":[167],"attention.":[168],"To":[169],"avoid":[170],"leakage":[172],"crisis":[175],"social":[179],"systems,":[181],"method":[185,190,206,216,269,310],"based":[186,207,278],"on":[187,208,239,264,279,375],"disturbance":[189,361],"adversarial":[192,203,232],"training":[193,309],"viewpoint":[194],"introduced":[196],"this":[198],"article.":[199],"Besides,":[200],"new":[202],"sample":[204],"generation":[205],"firefly":[210],"algorithm":[211],"(FA)":[212],"proposed.":[214],"This":[215],"reduces":[217],"time":[219],"complexity":[220],"traditional":[222,230],"an":[224],"order":[225],"magnitude":[227],"compared":[228],"generative":[231],"(GAN)":[234],"generation.":[235],"Since":[236],"sentences,":[237],"information":[238,263,374],"system":[244],"characterized":[246],"large":[249],"amount":[250],"data,":[252],"strict":[253],"confidentiality,":[254],"high-security":[256],"requirements,":[257],"they":[259],"usually":[261],"high-risk":[262],"leakage.":[266],"proposed":[268],"conducted":[271],"sentence":[274,373],"similarity":[275],"analysis":[276],"convolutional":[281],"(CNN)":[284],"scene":[288],"test":[290],"feasibility":[292],"method.":[295],"Compared":[296],"original":[299],"CNN,":[300],"accuracy":[302],"confrontation":[308],"improved":[312],"4.8%.":[314],"At":[315],"same":[317],"time,":[318],"value":[321],"our":[323],"2.1%":[326],"higher":[327],"than":[328],"that":[329,351],"simple":[332],"CNN":[333],"model,":[334],"it":[336],"best":[339],"performance":[341],"among":[342],"four":[344],"comparison":[345],"models.":[346],"Further":[347],"experiments":[348],"have":[349],"demonstrated":[350],"performs":[354],"better":[355],"its":[357],"capacity":[358],"resisting":[360],"effectively":[364],"help":[365],"multiple":[366],"organizations":[367],"implement":[369],"usage":[371],"requirements":[377],"protection,":[381],"security,":[383],"government":[385],"regulations.":[386]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":14}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
