{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,5]],"date-time":"2026-04-05T20:25:03Z","timestamp":1775420703488,"version":"3.50.1"},"reference-count":143,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/OAPA.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2017]]},"DOI":"10.1109\/access.2017.2706947","type":"journal-article","created":{"date-parts":[[2017,6,16]],"date-time":"2017-06-16T18:21:33Z","timestamp":1497637293000},"page":"10562-10582","source":"Crossref","is-referenced-by-count":227,"title":["Privacy-Preserving Data Mining: Methods, Metrics, and Applications"],"prefix":"10.1109","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2077-7223","authenticated-orcid":false,"given":"Ricardo","family":"Mendes","sequence":"first","affiliation":[]},{"given":"Joao P.","family":"Vilela","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/275487.275508"},{"key":"ref38","first-page":"384","article-title":"Protecting privacy when disclosing information: k-anonymity and its enforcement through generalization and suppression","author":"samarati","year":"1998","journal-title":"Proc IEEE Symp Res Secur Privacy"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/1749603.1749605"},{"key":"ref32","author":"narayanan","year":"2006","journal-title":"How To Break Anonymity of the Netflix Prize Dataset"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2003.1250908"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2006.14"},{"key":"ref37","first-page":"139","article-title":"Anatomy: Simple and effective privacy preservation","author":"xiao","year":"2006","journal-title":"Proc ACM 32nd Int Conf Very Large Database"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1142\/S0218488502001648"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/1179601.1179615"},{"key":"ref34","author":"sweeney","year":"2000","journal-title":"Demographics often identify people uniquely"},{"key":"ref28","first-page":"37","article-title":"Privacy preserving clustering by data transformation","volume":"1","author":"oliveira","year":"2010","journal-title":"J Inf Data Manage"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/11787006_1","article-title":"Differential privacy","volume":"4052","author":"dwork","year":"2006","journal-title":"Automata Languages and Programming"},{"key":"ref29","article-title":"Multiplicative noise for masking continuous data","author":"kim","year":"2003"},{"key":"ref20","volume":"4","author":"bishop","year":"2006","journal-title":"Pattern Recognition and Machine Learning"},{"key":"ref22","author":"duda","year":"2012","journal-title":"Pattern Classification"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/360402.360421"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2014.2362522"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/568574.568575"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1145\/772862.772867"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/335191.335438"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/CSE.2009.389"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2016.2633544"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TIME.2009.8"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/1142473.1142500"},{"key":"ref59","first-page":"15","article-title":"Differential privacy models for location-based services","volume":"9","author":"elsalamouny","year":"2016","journal-title":"Trans Data Privacy"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TSG.2016.2585963"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-016-0446-0"},{"key":"ref56","first-page":"137","article-title":"Privacy-preserving data sharing for genome-wide association studies","volume":"5","author":"uhlerop","year":"2013","journal-title":"J Privacy Confidentiality"},{"key":"ref55","first-page":"35","article-title":"Practicing differential privacy in health care: A review","volume":"6","author":"dankar","year":"2013","journal-title":"Trans Data Privacy"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.11.007"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/s10707-013-0193-z"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.14778\/1921071.1921080"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2011.5935010"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2016.2577036"},{"key":"ref3","first-page":"1","year":"1948","journal-title":"Universal Declaration of Human Rights"},{"key":"ref6","article-title":"Privacy and human rights: An international survey of privacy laws and practice","author":"banisar","year":"1999"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1126\/science.aaa1465"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1007\/978-0-387-70992-5_8","article-title":"A survey of quantification of privacy preserving data mining algorithms","author":"bertino","year":"2008","journal-title":"Privacy-preserving data mining"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2007.367856"},{"key":"ref7","first-page":"166","article-title":"Privacy and freedom","volume":"25","author":"westin","year":"1968","journal-title":"Washington and Lee Law Rev"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-70992-5_2"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2014.03.015"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/1217299.1217302"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/MDM.2009.72"},{"key":"ref47","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1007\/978-3-642-01721-6_5","article-title":"Location diversity: Enhanced privacy protection in location based services","author":"xue","year":"2009","journal-title":"Location and Context Awareness"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/1367497.1367531"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2003.1186725"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.4018\/jisp.2008070103"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-016-1687-6"},{"key":"ref127","first-page":"50","article-title":"The NIST definition of cloud computing","volume":"53","author":"mell","year":"2009","journal-title":"Nat Inst Standards Technol"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-008-0212-5"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2009.04.009"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1145\/2767007"},{"key":"ref73","first-page":"45","article-title":"Disclosure limitation of sensitive rules","author":"atallah","year":"1999","journal-title":"Proc IEEE Knowledge and Data Eng Exchange Workshop (KDEX '99)"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1082"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2014.2300846"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1145\/2508859.2516686"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2016.2558446"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339695"},{"key":"ref76","first-page":"312","article-title":"Classification algorithms for privacy preserving in data mining: A survey","author":"ji","year":"2016","journal-title":"Proc Int Conf Comput Sci Appl"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pgen.1000167"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1145\/310889.310921"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1142\/S0218194016400015"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.04.004"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1145\/1689239.1689244"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1016\/j.compenvurbsys.2006.02.003"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2004.04.003"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/s00778-009-0170-1"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2007.237"},{"key":"ref79","first-page":"208","article-title":"Statistical databases: Characteristics, problems, and some solutions","volume":"82","author":"shoshani","year":"1982","journal-title":"Proc VLDB"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.1145\/1614320.1614358"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1038\/srep01376"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2016.2637902"},{"key":"ref137","doi-asserted-by":"publisher","DOI":"10.1145\/1376616.1376631"},{"key":"ref60","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1561\/0400000042","article-title":"The algorithmic foundations of differential privacy","volume":"9","author":"dwork","year":"2014","journal-title":"Found Trends Theor Comput Sci"},{"key":"ref139","doi-asserted-by":"publisher","DOI":"10.1145\/2335356.2335360"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.14778\/1453856.1453874"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/DBTA.2009.149"},{"key":"ref63","doi-asserted-by":"crossref","first-page":"754","DOI":"10.1145\/1150402.1150499","article-title":"( $\\alpha$ , k)-anonymity: An enhanced k-anonymity model for privacy preserving data publishing","author":"wong","year":"2006","journal-title":"Proc 12th ACM SIGKDD Int Conf Knowl Discovery Data Mining"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/ICDEW.2006.116"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.1109\/SURV.2013.042313.00197"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2007.367857"},{"key":"ref141","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2015.5"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2007.369025"},{"key":"ref142","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2009.22"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/1150402.1150449"},{"key":"ref143","doi-asserted-by":"publisher","DOI":"10.1145\/1540276.1540279"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2010.09.001"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1201\/9781420093612.ch3"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.139"},{"key":"ref1","author":"cranor","year":"2015","journal-title":"Towards a privacy research roadmap for the computing community"},{"key":"ref109","first-page":"1","article-title":"Efficient private matching and set intersection","author":"freedman","year":"2004","journal-title":"Proc Int Conf Theory Appl Cryptogr Techn"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/ATSIP.2016.7523054"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2013.45"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-016-0484-7"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15364-8_32"},{"key":"ref93","first-page":"519","article-title":"Privacy preserving error resilient DNA searching through oblivious automata","author":"troncoso-pastoriza","year":"2007","journal-title":"Proc 14th ACM Conf Comput Commun Secur"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.3233\/JCS-2005-13401"},{"key":"ref92","first-page":"1192","article-title":"A guide to fully homomorphic encryption","volume":"2015","author":"armknecht","year":"2015","journal-title":"IACR Cryptology ePrint"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2013.41"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/FOCS.2011.98"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2004.45"},{"key":"ref90","article-title":"A fully homomorphic encryption scheme","author":"gentry","year":"2009"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1145\/2905055.2905316"},{"key":"ref102","author":"sheikh","year":"2010","journal-title":"A Distributed K-secure Sum Protocol for Secure Multi-party Computations"},{"key":"ref111","first-page":"139","article-title":"Privacy-preserving decision trees over vertically partitioned data","author":"vaidya","year":"2005","journal-title":"Proc IFIP Annu Conf Data Appl Secur Privacy"},{"key":"ref112","first-page":"104","article-title":"On private scalar product computation for privacy-preserving data mining","volume":"3506","author":"goethals","year":"2004","journal-title":"Information Security and Cryptology"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/CIT.2010.176"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1038\/gim.2015.167"},{"key":"ref99","first-page":"439","article-title":"Privacy-preserving association rule mining in cloud computing","author":"yi","year":"2015","journal-title":"Proc 10th ACM Symp Inf Comput Commun Secur"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1002\/sec.1329"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2015.2427113"},{"key":"ref10","author":"aggarwal","year":"2015","journal-title":"Data Mining The Textbook"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1201\/b10867"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/11546849_41"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.7763\/IJCTE.2015.V7.924"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.5120\/ijca2016909006"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1186\/s40064-015-1481-x"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1145\/775047.775089"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCT.2012.15"},{"key":"ref82","first-page":"161","article-title":"Securing OLAP data cubes against privacy breaches","author":"wang","year":"2004","journal-title":"Proc IEEE Symp Secur Privacy"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1145\/375551.375602"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/974121.974131"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2006.09.015"},{"key":"ref18","author":"han","year":"2012","journal-title":"Data Mining Concepts and Techniques"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1504\/IJSN.2015.071829"},{"key":"ref119","first-page":"37","article-title":"Privacy preserving clustering by data transformation","volume":"1","author":"oliveira","year":"2010","journal-title":"J Inf Data Manage"},{"key":"ref19","first-page":"37","article-title":"From data mining to knowledge discovery in databases","volume":"17","author":"fayyad","year":"1996","journal-title":"AI Mag"},{"key":"ref83","author":"shokri","year":"2016","journal-title":"Membership inference attacks against machine learning models"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.21236\/ADA457144"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-44634-6_16"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1109\/69.971193"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1145\/76894.76895"},{"key":"ref115","first-page":"43","article-title":"Privacy preserving frequent itemset mining","volume":"14","author":"oliveira","year":"2002","journal-title":"Proc IEEE Int Conf Privacy Secur Data Mining"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2005.42"},{"key":"ref89","first-page":"169","article-title":"On data banks and privacy homomorphisms","volume":"4","author":"rivest","year":"1978","journal-title":"Found Secure Comput"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.2307\/2284239"},{"key":"ref122","author":"van rijsbergen","year":"1979","journal-title":"Information Retrieval"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.1145\/350391.350432"},{"key":"ref85","first-page":"86","article-title":"Secure multi-party computation","author":"goldreich","year":"1998"},{"key":"ref86","doi-asserted-by":"crossref","first-page":"59","DOI":"10.29012\/jpc.v1i1.566","article-title":"Secure multiparty computation for privacy-preserving data mining","volume":"1","author":"lindell","year":"2009","journal-title":"J Privacy Confidentiality"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1145\/3812.3818"},{"key":"ref88","first-page":"448","article-title":"Efficient oblivious transfer protocols","author":"naor","year":"2001","journal-title":"Proc 12th Annu ACM-SIAM Symp Discrete Algorithms"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/7859429\/07950921.pdf?arnumber=7950921","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,24]],"date-time":"2023-08-24T02:07:46Z","timestamp":1692842866000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7950921\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"references-count":143,"URL":"https:\/\/doi.org\/10.1109\/access.2017.2706947","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]}}}