{"id":"https://openalex.org/W3090383361","doi":"https://doi.org/10.1109/jiot.2020.3027980","title":"Federated Data Cleaning: Collaborative and Privacy-Preserving Data Cleaning for Edge Intelligence","display_name":"Federated Data Cleaning: Collaborative and Privacy-Preserving Data Cleaning for Edge Intelligence","publication_year":2020,"publication_date":"2020-09-30","ids":{"openalex":"https://openalex.org/W3090383361","doi":"https://doi.org/10.1109/jiot.2020.3027980","mag":"3090383361"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2020.3027980","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3027980","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5029234595","display_name":"Lichuan Ma","orcid":"https://orcid.org/0000-0002-4797-0253"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lichuan Ma","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi\u2019an, China","State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi\u2019an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065373445","display_name":"Qingqi Pei","orcid":"https://orcid.org/0000-0001-7601-5434"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingqi Pei","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi\u2019an, China","State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi\u2019an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101883746","display_name":"Lu Zhou","orcid":"https://orcid.org/0000-0002-5201-5074"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Zhou","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039106671","display_name":"Haojin Zhu","orcid":"https://orcid.org/0000-0001-5079-4556"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojin Zhu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100736219","display_name":"Licheng Wang","orcid":"https://orcid.org/0000-0001-8418-1897"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Licheng Wang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"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":"last","author":{"id":"https://openalex.org/A5037098061","display_name":"Yusheng Ji","orcid":"https://orcid.org/0000-0003-4364-8491"},"institutions":[{"id":"https://openalex.org/I184597095","display_name":"National Institute of Informatics","ror":"https://ror.org/04ksd4g47","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1319490839","https://openalex.org/I184597095","https://openalex.org/I4210158934"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yusheng Ji","raw_affiliation_strings":["Information Systems Architecture Science Research Division, National Institute of Informatics, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Information Systems Architecture Science Research Division, National Institute of Informatics, Tokyo, Japan","institution_ids":["https://openalex.org/I184597095"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5029234595"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":3.5872,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.9413578,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"8","issue":"8","first_page":"6757","last_page":"6770"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9994999766349792,"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":0.9994999766349792,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9922000169754028,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9904000163078308,"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":0.7616499662399292},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.6552164554595947},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.4809505343437195},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.47212180495262146},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4602009952068329},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.44472867250442505},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.43008914589881897},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11139658093452454},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.11092600226402283}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7616499662399292},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.6552164554595947},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.4809505343437195},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.47212180495262146},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4602009952068329},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.44472867250442505},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.43008914589881897},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11139658093452454},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.11092600226402283}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2020.3027980","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3027980","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5600000023841858,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1013565655","display_name":null,"funder_award_id":"2018YFE0126000","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3093303170","display_name":null,"funder_award_id":"2019ZDLGY13-04","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G4052148673","display_name":null,"funder_award_id":"XJS201502","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4581538213","display_name":null,"funder_award_id":"61972453","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7407643660","display_name":null,"funder_award_id":"61902292","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G910609058","display_name":null,"funder_award_id":"2019ZDLGY13-07","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1534636449","https://openalex.org/W1826277484","https://openalex.org/W1969009977","https://openalex.org/W1969557815","https://openalex.org/W2019891719","https://openalex.org/W2063103859","https://openalex.org/W2065061666","https://openalex.org/W2089206172","https://openalex.org/W2105045879","https://openalex.org/W2117891917","https://openalex.org/W2119320829","https://openalex.org/W2124536999","https://openalex.org/W2141389982","https://openalex.org/W2144182447","https://openalex.org/W2159915142","https://openalex.org/W2168408108","https://openalex.org/W2400124473","https://openalex.org/W2419749112","https://openalex.org/W2591700809","https://openalex.org/W2602564394","https://openalex.org/W2701059868","https://openalex.org/W2762779140","https://openalex.org/W2786070938","https://openalex.org/W2798649495","https://openalex.org/W2809251854","https://openalex.org/W2907885309","https://openalex.org/W2921009679","https://openalex.org/W2972270478","https://openalex.org/W4238722012","https://openalex.org/W4294106961","https://openalex.org/W6632122397","https://openalex.org/W6638667582","https://openalex.org/W6680874277"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2584827882","https://openalex.org/W2538581760","https://openalex.org/W3195097297","https://openalex.org/W3023564924","https://openalex.org/W4225340788","https://openalex.org/W4318485713"],"abstract_inverted_index":{"As":[0,207],"an":[1,41],"important":[2],"driving":[3],"factor":[4],"of":[5,18,98,157,186,228],"emerging":[6],"Internet-of-Things":[7],"(IoT)":[8],"applications,":[9,87],"machine":[10],"learning":[11],"algorithms":[12],"are":[13,72,192,216,232],"currently":[14],"facing":[15],"the":[16,28,62,99,104,172,180,187,229],"challenge":[17],"how":[19],"to":[20,43,54,83,141,163,175],"\u201cclean\u201d":[21],"data":[22,36,45,48,58,64,69,101,116,127,143,147,159,189,210],"noise,":[23],"that":[24,138],"is":[25,139],"introduced":[26],"during":[27],"training":[29],"process":[30],"(e.g.,":[31],"asynchronous":[32],"execution":[33],"and":[34,38,78,160,177,220,226,239],"lossy":[35],"compression":[37],"quantization).":[39],"In":[40,120],"attempt":[42],"guarantee":[44],"quality,":[46],"various":[47],"cleaning":[49,70,128,144],"approaches":[50,71],"have":[51],"been":[52],"proposed":[53,230],"filter":[55],"out":[56],"abnormal":[57,219],"entries":[59,211],"based":[60,73],"on":[61,74],"global":[63,100],"distribution.":[65,102],"However,":[66],"most":[67],"existing":[68],"a":[75,95,125,199,208],"centralized":[76,118],"paradigm":[77],"thus":[79],"cannot":[80],"be":[81],"applied":[82],"future":[84],"edge-based":[85],"IoT":[86],"where":[88],"each":[89],"edge":[90,134],"node":[91],"(EN)":[92],"has":[93],"only":[94],"limited":[96],"view":[97],"Moreover,":[103],"increasing":[105],"demand":[106],"for":[107,117,133],"privacy":[108],"preservation":[109],"largely":[110],"prevents":[111],"ENs":[112,152],"from":[113],"combining":[114],"their":[115,158,205],"cleaning.":[119],"this":[121],"study,":[122],"we":[123],"propose":[124],"federated":[126],"protocol,":[129],"coined":[130],"as":[131,218],"FedClean,":[132],"intelligence":[135],"(EI)":[136],"scenarios":[137],"designed":[140],"achieve":[142],"without":[145,203],"compromising":[146],"privacy.":[148],"More":[149],"specifically,":[150],"different":[151],"first":[153],"generate":[154],"Boolean":[155],"shares":[156],"distribute":[161],"them":[162],"two":[164,168],"noncolluding":[165],"servers.":[166],"These":[167],"servers":[169],"then":[170,193,233],"run":[171],"FedClean":[173],"protocol":[174],"privately":[176],"efficiently":[178],"compute":[179],"attribute":[181],"value":[182],"frequency":[183],"(AVF)":[184],"scores":[185,215],"collected":[188],"entries,":[190],"which":[191],"sorted":[194],"in":[195],"ascending":[196],"order":[197],"via":[198,235],"bitonic":[200],"sorting":[201],"network":[202],"revealing":[204],"values.":[206],"result,":[209],"with":[212],"lower":[213],"AVF":[214],"considered":[217],"filtered":[221],"out.":[222],"The":[223],"security,":[224],"efficiency,":[225],"effectiveness":[227],"approach":[231],"demonstrated":[234],"concrete":[236],"security":[237],"analysis":[238],"comprehensive":[240],"experiments.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":6}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
