{"id":"https://openalex.org/W3126789658","doi":"https://doi.org/10.1186/s13677-020-00225-3","title":"A differentially private distributed data mining scheme with high efficiency for edge computing","display_name":"A differentially private distributed data mining scheme with high efficiency for edge computing","publication_year":2021,"publication_date":"2021-01-19","ids":{"openalex":"https://openalex.org/W3126789658","doi":"https://doi.org/10.1186/s13677-020-00225-3","mag":"3126789658"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-020-00225-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-020-00225-3","pdf_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-020-00225-3","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-020-00225-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014547550","display_name":"Xianwen Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianwen Sun","raw_affiliation_strings":["School of Control and Computer Engineering, North China Electric Power University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control and Computer Engineering, North China Electric Power University, Beijing, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112094768","display_name":"Ruzhi Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruzhi Xu","raw_affiliation_strings":["School of Control and Computer Engineering, North China Electric Power University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control and Computer Engineering, North China Electric Power University, Beijing, China","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012848570","display_name":"Longfei Wu","orcid":"https://orcid.org/0000-0003-2325-5009"},"institutions":[{"id":"https://openalex.org/I184654094","display_name":"Fayetteville State University","ror":"https://ror.org/03rj92e31","country_code":"US","type":"education","lineage":["https://openalex.org/I184654094"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Longfei Wu","raw_affiliation_strings":["Department of Mathematics and Computer Science, Fayetteville State University, Fayetteville, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Fayetteville State University, Fayetteville, NC, USA","institution_ids":["https://openalex.org/I184654094"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090064722","display_name":"Zhitao Guan","orcid":"https://orcid.org/0000-0003-0901-8621"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhitao Guan","raw_affiliation_strings":["School of Control and Computer Engineering, North China Electric Power University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0901-8621","affiliations":[{"raw_affiliation_string":"School of Control and Computer Engineering, North China Electric Power University, Beijing, China","institution_ids":["https://openalex.org/I153473198"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5090064722"],"corresponding_institution_ids":["https://openalex.org/I153473198"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":1.0919,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.80828806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.9901000261306763,"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":0.8140478730201721},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6143379211425781},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6071096062660217},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5997857451438904},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5930104851722717},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5733802914619446},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5337333083152771},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5128531455993652},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.4755820035934448},{"id":"https://openalex.org/keywords/distributed-computing-environment","display_name":"Distributed Computing Environment","score":0.4583124816417694},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.44838380813598633},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4358597993850708},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.42519378662109375},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.42142415046691895},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4193558096885681},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4064312279224396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32765358686447144},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.29668551683425903},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1455599069595337}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8140478730201721},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6143379211425781},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6071096062660217},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5997857451438904},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5930104851722717},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5733802914619446},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5337333083152771},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5128531455993652},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.4755820035934448},{"id":"https://openalex.org/C3739613","wikidata":"https://www.wikidata.org/wiki/Q679003","display_name":"Distributed Computing Environment","level":2,"score":0.4583124816417694},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.44838380813598633},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4358597993850708},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.42519378662109375},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.42142415046691895},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4193558096885681},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4064312279224396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32765358686447144},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.29668551683425903},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1455599069595337},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/s13677-020-00225-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-020-00225-3","pdf_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-020-00225-3","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.uncfsu.edu:college_health_science_technology-1997","is_oa":false,"landing_page_url":"https://digitalcommons.uncfsu.edu/college_health_science_technology/998","pdf_url":null,"source":{"id":"https://openalex.org/S4306400276","display_name":"DigitalCommons@Fayetteville State University (Fayetteville State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184654094","host_organization_name":"Fayetteville State University","host_organization_lineage":["https://openalex.org/I184654094"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"College of Health, Science, and Technology","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:afbf9d262b584136b3755e98f58f83d5","is_oa":true,"landing_page_url":"https://doaj.org/article/afbf9d262b584136b3755e98f58f83d5","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 10, Iss 1, Pp 1-12 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-020-00225-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-020-00225-3","pdf_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-020-00225-3","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G110746512","display_name":"\u9762\u5411\u80fd\u6e90\u4e92\u8054\u7f51\u7535\u529b\u4ea4\u6613\u7684\u6570\u636e\u5b89\u5168\u8bbf\u95ee\u63a7\u5236\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61972148","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7419441918","display_name":null,"funder_award_id":"4182060","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G7911264063","display_name":null,"funder_award_id":"2019MS020","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3126789658.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W184146824","https://openalex.org/W1886211768","https://openalex.org/W1945159329","https://openalex.org/W1964501865","https://openalex.org/W1974392920","https://openalex.org/W1988790447","https://openalex.org/W2010523825","https://openalex.org/W2028070629","https://openalex.org/W2089468765","https://openalex.org/W2100257623","https://openalex.org/W2109135024","https://openalex.org/W2109426455","https://openalex.org/W2119948977","https://openalex.org/W2149706766","https://openalex.org/W2161479324","https://openalex.org/W2225690030","https://openalex.org/W2242728483","https://openalex.org/W2248364747","https://openalex.org/W2539384137","https://openalex.org/W2756185394","https://openalex.org/W2783918093","https://openalex.org/W2789758093","https://openalex.org/W2793685318","https://openalex.org/W2795613961","https://openalex.org/W2891927084","https://openalex.org/W2912213068","https://openalex.org/W2968448816","https://openalex.org/W2981067452","https://openalex.org/W2988328980","https://openalex.org/W2996626025","https://openalex.org/W3008763618","https://openalex.org/W3013573132","https://openalex.org/W3015217902","https://openalex.org/W3017260826","https://openalex.org/W3036408858","https://openalex.org/W3083365377","https://openalex.org/W3086544482","https://openalex.org/W3092194021","https://openalex.org/W4362597614"],"related_works":["https://openalex.org/W3038283795","https://openalex.org/W2604501336","https://openalex.org/W2558166297","https://openalex.org/W2734500670","https://openalex.org/W2315671126","https://openalex.org/W798507144","https://openalex.org/W2964481303","https://openalex.org/W1751413323","https://openalex.org/W1970141429","https://openalex.org/W4391095118"],"abstract_inverted_index":{"Abstract":[0],"A":[1],"wide":[2],"range":[3],"of":[4,29,94,127],"data":[5,33,56,66,81,129,177],"mining":[6,34,82,178],"applications":[7,28],"benefit":[8],"from":[9,21,149],"the":[10,27,30,37,41,64,68,122,125,128,141,145,150,164,168,193],"low":[11],"latency":[12],"offered":[13],"by":[14,155],"edge":[15,18],"computing.":[16],"However,":[17,55],"computing":[19,23],"suffers":[20],"limited":[22],"resources,":[24],"which":[25,87,116],"inhibits":[26],"computationally":[31,89],"expensive":[32],"methods.":[35],"In":[36],"edge-cloud":[38],"environment,":[39],"usually,":[40],"participants":[42,136,157],"turn":[43],"to":[44,62],"collaboratively":[45],"train":[46],"machine-learning":[47],"models":[48,152],"that":[49,171,180],"yield":[50],"more":[51],"accurate":[52],"prediction":[53,185],"results.":[54],"owners":[57],"may":[58],"not":[59],"be":[60],"willing":[61],"sharing":[63],"own":[65,114],"for":[67],"privacy":[69,190],"concerns.":[70],"To":[71],"handle":[72],"such":[73],"disparate":[74],"goals,":[75],"we":[76],"focus":[77],"on":[78,99,112],"tree-based":[79],"distributed":[80,101,194],"scheme":[83,173],"with":[84,134,140],"differential":[85],"privacy,":[86],"is":[88,97,153],"friendly.":[90],"The":[91],"basic":[92],"idea":[93],"our":[95,172],"approach":[96],"based":[98,111],"a":[100,118,183],"ensemble":[102,161],"strategy.":[103,162],"Each":[104],"participant":[105],"builds":[106],"an":[107,159,175],"elegant":[108],"decision":[109,151],"model":[110],"their":[113],"data,":[115],"has":[117],"good":[119,184],"tradeoff":[120],"between":[121],"computation":[123],"and":[124,131,167],"accuracy":[126,186],"distribution,":[130],"shares":[132],"it":[133],"other":[135,156],"after":[137],"being":[138],"injected":[139],"elaborate":[142],"noise.":[143],"Then":[144],"useful":[146],"knowledge":[147],"transferred":[148],"acquired":[154],"in":[158],"adaptive":[160],"Both":[163],"theoretical":[165],"analysis":[166],"experiments":[169],"show":[170],"provides":[174],"efficient":[176],"manner":[179],"can":[181],"achieve":[182],"while":[187],"providing":[188],"rigorous":[189],"guarantee":[191],"over":[192],"data.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}
