{"id":"https://openalex.org/W3015217902","doi":"https://doi.org/10.1109/tnse.2020.2985096","title":"A Differentially Private Big Data Nonparametric Bayesian Clustering Algorithm in Smart Grid","display_name":"A Differentially Private Big Data Nonparametric Bayesian Clustering Algorithm in Smart Grid","publication_year":2020,"publication_date":"2020-04-07","ids":{"openalex":"https://openalex.org/W3015217902","doi":"https://doi.org/10.1109/tnse.2020.2985096","mag":"3015217902"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2020.2985096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2020.2985096","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/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":false,"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"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004056315","display_name":"Zefang Lv","orcid":"https://orcid.org/0000-0003-3880-5069"},"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":"Zefang Lv","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/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/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":"https://orcid.org/0000-0003-2325-5009","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Fayetteville State University, Fayetteville, NC, USA","institution_ids":["https://openalex.org/I184654094"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004673608","display_name":"Jun Wu","orcid":"https://orcid.org/0000-0003-2483-6980"},"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":"Jun Wu","raw_affiliation_strings":["Shanghai Jiaotong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-2483-6980","affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060514022","display_name":"Xiaojiang Du","orcid":"https://orcid.org/0000-0003-4235-9671"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaojiang Du","raw_affiliation_strings":["Department of Computer and Information Sciences, Temple University, Philadelphia, PA, USA"],"raw_orcid":"https://orcid.org/0000-0003-4235-9671","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057916222","display_name":"Mohsen Guizani","orcid":"https://orcid.org/0000-0002-8972-8094"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["Department of Computer Science and Engineering, Qatar University, Doha, Qatar"],"raw_orcid":"https://orcid.org/0000-0002-8972-8094","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.086,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.8961702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"7","issue":"4","first_page":"2631","last_page":"2641"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9940000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.8865290880203247},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7695056200027466},{"id":"https://openalex.org/keywords/smart-grid","display_name":"Smart grid","score":0.7376303672790527},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.697713315486908},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5558098554611206},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5319153666496277},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44686925411224365},{"id":"https://openalex.org/keywords/nonparametric-statistics","display_name":"Nonparametric statistics","score":0.4435879588127136},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31674250960350037},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13665461540222168},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11150962114334106}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.8865290880203247},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7695056200027466},{"id":"https://openalex.org/C10558101","wikidata":"https://www.wikidata.org/wiki/Q689855","display_name":"Smart grid","level":2,"score":0.7376303672790527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.697713315486908},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5558098554611206},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5319153666496277},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44686925411224365},{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.4435879588127136},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31674250960350037},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13665461540222168},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11150962114334106},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tnse.2020.2985096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2020.2985096","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.uncfsu.edu:college_health_science_technology-1730","is_oa":false,"landing_page_url":"https://digitalcommons.uncfsu.edu/college_health_science_technology/731","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:qspace.qu.edu.qa:10576/36721","is_oa":false,"landing_page_url":"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85083458874&origin=inward","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"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"}],"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}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W79970639","https://openalex.org/W183759114","https://openalex.org/W1873763122","https://openalex.org/W1973309971","https://openalex.org/W1992454573","https://openalex.org/W1997729648","https://openalex.org/W2023124966","https://openalex.org/W2028788479","https://openalex.org/W2050243336","https://openalex.org/W2053059469","https://openalex.org/W2077217970","https://openalex.org/W2089758604","https://openalex.org/W2109426455","https://openalex.org/W2111957265","https://openalex.org/W2113047229","https://openalex.org/W2113893266","https://openalex.org/W2116330964","https://openalex.org/W2120636621","https://openalex.org/W2123869155","https://openalex.org/W2124297996","https://openalex.org/W2134479759","https://openalex.org/W2142900699","https://openalex.org/W2143707047","https://openalex.org/W2156077047","https://openalex.org/W2159024459","https://openalex.org/W2168277610","https://openalex.org/W2293934387","https://openalex.org/W2343801481","https://openalex.org/W2384980264","https://openalex.org/W2399938772","https://openalex.org/W2524198637","https://openalex.org/W2566050141","https://openalex.org/W2725337021","https://openalex.org/W2789607830","https://openalex.org/W2789659149","https://openalex.org/W2809448379","https://openalex.org/W2910143551","https://openalex.org/W2910992388","https://openalex.org/W2951728607","https://openalex.org/W3009612626","https://openalex.org/W3122232506","https://openalex.org/W4232383088","https://openalex.org/W4285774461","https://openalex.org/W6603190838","https://openalex.org/W6639246211","https://openalex.org/W6676881485","https://openalex.org/W6677180724","https://openalex.org/W6678007500","https://openalex.org/W6712730432"],"related_works":["https://openalex.org/W3038283795","https://openalex.org/W2604501336","https://openalex.org/W2734500670","https://openalex.org/W2558166297","https://openalex.org/W2315671126","https://openalex.org/W798507144","https://openalex.org/W2964481303","https://openalex.org/W1751413323","https://openalex.org/W4390608645","https://openalex.org/W2898021358"],"abstract_inverted_index":{"Smart":[0],"systems,":[1],"including":[2],"smart":[3,31,53,73,98],"grid":[4,32],"(SG)":[5],"and":[6,38,43,124,140,188],"Internet":[7],"of":[8,24,78,85,120,153],"Things":[9],"(IoT),":[10],"have":[11],"been":[12],"playing":[13],"a":[14,103,118,146,150],"critical":[15],"role":[16],"in":[17,72,97,145,160],"addressing":[18],"contemporary":[19],"issues.":[20],"Taking":[21],"full":[22],"advantage":[23],"the":[25,30,35,51,55,68,76,83,110,138,174],"big":[26],"data":[27,70,139,161],"generated":[28,71],"by":[29,181],"can":[33,63],"enhance":[34],"system":[36],"stability":[37],"reliability,":[39],"increase":[40],"asset":[41],"utilization,":[42],"offer":[44],"better":[45,49],"customer":[46],"experience.":[47],"To":[48],"support":[50],"data-driven":[52],"grid,":[54,99],"machine":[56],"learning":[57],"technologies":[58],"such":[59],"as":[60,197,199],"cluster":[61,79,95],"analysis":[62,80,96,187],"be":[64,195],"applied":[65],"to":[66,92,134,164,172,194],"process":[67,77,163],"massive":[69],"grid.":[74],"However,":[75],"may":[81],"cause":[82],"disclosure":[84],"personal":[86],"private":[87,180],"information.":[88],"In":[89],"this":[90],"paper,":[91],"achieve":[93],"privacy-preserving":[94,196],"we":[100],"propose":[101],"IDPC,":[102],"Differentially":[104],"Private":[105],"Clustering":[106],"algorithm":[107,148,178],"based":[108],"on":[109],"Infinite":[111],"Gaussian":[112],"mixture":[113],"model":[114],"(IGMM).":[115],"IDPC":[116,166,191],"uses":[117],"combination":[119],"nonparametric":[121,128,175],"Bayesian":[122,129,176],"method":[123,130],"differential":[125],"privacy.":[126],"The":[127,155],"allows":[131],"certain":[132],"parameters":[133],"change":[135],"along":[136],"with":[137],"it":[141],"is":[142,158,192],"usually":[143],"adopted":[144],"clustering":[147,177],"without":[149],"fixed":[151],"number":[152],"clusters.":[154],"Laplace":[156,183],"mechanism":[157],"used":[159],"releasing":[162],"make":[165,173],"differentially":[167,179],"private.":[168],"We":[169],"present":[170],"how":[171],"adding":[182],"noise.":[184],"By":[185],"security":[186],"performance":[189],"evaluation,":[190],"proved":[193],"well":[198],"efficient.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
