{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T13:45:47Z","timestamp":1783518347080,"version":"3.55.0"},"reference-count":111,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2021]]},"DOI":"10.1109\/tkde.2021.3073062","type":"journal-article","created":{"date-parts":[[2021,4,14]],"date-time":"2021-04-14T01:05:15Z","timestamp":1618362315000},"page":"1-1","source":"Crossref","is-referenced-by-count":89,"title":["Applications of Differential Privacy in Social Network Analysis: A Survey"],"prefix":"10.1109","author":[{"given":"Honglu","family":"Jiang","sequence":"first","affiliation":[{"name":"computer science, The George Washington University, 8367 Washington, District of Columbia, United States, 20052-0086 (e-mail: hljiang0720@gwu.edu)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jian","family":"Pei","sequence":"additional","affiliation":[{"name":"School of Computing Science, Simon Fraser Univeristy, Burnaby, British Columbia, Canada, V5A 1S6 (e-mail: jpei@cs.sfu.ca)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dongxiao","family":"Yu","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Shandong University, 12589 Qingdao, Shandong, China, (e-mail: dxyu@sdu.edu.cn)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiguo","family":"Yu","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Qilu University of Technology, 12689 Jinan, Shandong, China, (e-mail: jiguoyu@sina.com)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bei","family":"Gong","sequence":"additional","affiliation":[{"name":"School of Information Technology, Beijing University of Technology, 12496 Beijing, Beijing, China, (e-mail: gongbei@bjut.edu.cn)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiuzhen","family":"Cheng","sequence":"additional","affiliation":[{"name":"Computer Science, The George Washington University, Washington, District of Columbia, United States, 20052 (e-mail: cheng@gwu.edu)"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1965.10480775"},{"key":"ref38","first-page":"429","article-title":"Local privacy and statistical minimax rates","author":"duchi","year":"2013","journal-title":"Proc Annu IEEE Symp Foundations Comput Sci"},{"key":"ref33","author":"kotz","year":"2012","journal-title":"The Laplace Distribution and Generalizations A Revisit With Applications to Communications Economics Engineering and Finance"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/FOCS.2007.66"},{"key":"ref31","first-page":"3","article-title":"The algorithmic foundations of differential privacy","volume":"9","author":"dwork","year":"2014","journal-title":"Found Trends Theor Comput Sci"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/11761679_29"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOMW.2017.8269219"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/2723372.2747643"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/1559845.1559850"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.14778\/3402707.3402749"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/1989323.1989345"},{"key":"ref27","article-title":"SNAP Datasets: Stanford large network dataset collection","author":"leskovec","year":"2014"},{"key":"ref29","first-page":"265","article-title":"Calibrating noise to sensitivity in private data analysis","author":"dwork","year":"2006","journal-title":"Proc Theory Cryptography Conf"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2926745"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/1250790.1250803"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-36594-2_26"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/2422436.2422449"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/2068816.2068825"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1007\/s00779-019-01287-0"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2016.23279"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3133956.3134086"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2013.040413.120796"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/2435349.2435352"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/1718487.1718519"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2017.2712150"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2016.7524578"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/2660267.2660278"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.14722\/ndss.2015.23096"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2010.21"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1218772110"},{"key":"ref53","first-page":"1","article-title":"You are what you like! information leakage through users’ interests","author":"chaabane","year":"2012","journal-title":"Proc 19th Annu Netw Distrib Syst Secur Symp"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1145\/2365952.2365989"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1994.tb01962.x"},{"key":"ref4","first-page":"429","article-title":"Towards a methodology for statistical disclosure control","volume":"15","author":"dalenius","year":"1977","journal-title":"Statistik Tidskrift"},{"key":"ref3","article-title":"Privacy and national security issues in social networks: The challenges","author":"abdulhamid","year":"2014"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/1217299.1217302"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1142\/S0218488502001648"},{"key":"ref8","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 Discov Data Mining"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2014.04.004"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2007.367856"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-79228-4_1"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2008.33"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2009.22"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/2594455"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2012.6195711"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2016.7472065"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1037\/1040-3590.3.4.596"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1145\/1540276.1540279"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2014.7028550"},{"key":"ref73","first-page":"3765","article-title":"Efficiently estimating Erdos-Renyi graphs with node differential privacy","author":"ullman","year":"2019","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref72","article-title":"Efficient lipschitz extensions for high-dimensional graph statistics and node private degree distributions","author":"raskhodnikova","year":"2015"},{"key":"ref71","article-title":"Differentially private continual release of graph statistics","author":"song","year":"2018"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.10.388"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1145\/2723372.2737785"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1145\/1559795.1559812"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2019.2901716"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-28914-9_19"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-19571-6_26"},{"key":"ref79","article-title":"Privacy preserving in social networks against sensitive edge disclosure","author":"liu","year":"2008"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/ISIT.2018.8437739"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1080\/19361610.2020.1751558"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/s41019-019-0086-8"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1145\/1242572.1242598"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.14778\/1453856.1453873"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1145\/1376616.1376629"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1126\/science.1116869"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/ASONAM.2012.73"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-05912-9_7"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/1592568.1592585"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.14778\/1920841.1920970"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1083-6101.2007.00393.x"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783379"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1145\/335305.335326"},{"key":"ref108","first-page":"475","article-title":"Differentially private synthesization of multi-dimensional data using copula functions","author":"li","year":"2014","journal-title":"Proc Adv Database Technol"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2020.2985524"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2017.2737966"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1145\/3319535.3354253"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1145\/3134428"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-17653-2_13"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.29012\/jpc.689"},{"key":"ref91","first-page":"1430","article-title":"Privacy aware learning","author":"wainwright","year":"2012","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref104","article-title":"Data-dependent differentially private parameter learning for directed graphical models","author":"chowdhury","year":"2019"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2018.2812146"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-019-1910-3"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1109\/CSF.2014.35"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1145\/2382196.2382263"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1145\/2043621.2043626"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2007.914731"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOM.2011.5935041"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE48307.2020.00204"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1145\/2414456.2414474"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2017.2697856"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2944748"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2008.4497459"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-8462-3_10"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1504\/IJSNM.2012.045105"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2016.2533668"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/4267921"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2016.2633620"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/RoEduNet.2013.6511749"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3343038"},{"key":"ref84","article-title":"Discrete distribution estimation under local privacy","author":"kairouz","year":"2016"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/11787006_1"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1145\/2746539.2746632"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2009.11"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2010.5447915"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1515\/popets-2016-0015"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2016.7498248"},{"key":"ref86","article-title":"Mutual information optimally local private discrete distribution estimation","author":"wang","year":"2016"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2018.2809790"},{"key":"ref88","article-title":"Collecting and analyzing data from smart device users with local differential privacy","author":"nguy\u00ean","year":"2016"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/69\/4358933\/09403974.pdf?arnumber=9403974","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,2]],"date-time":"2023-11-02T02:02:00Z","timestamp":1698890520000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9403974\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":111,"URL":"https:\/\/doi.org\/10.1109\/tkde.2021.3073062","relation":{},"ISSN":["1041-4347","1558-2191","2326-3865"],"issn-type":[{"value":"1041-4347","type":"print"},{"value":"1558-2191","type":"electronic"},{"value":"2326-3865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]}}}