摘要: We report on the design and implementation of Privacy Integrated Queries (PINQ) platform for privacy-preserving data analysis. PINQ provides analysts with a programming interface to unscrubbed through SQL-like language. At same time, PINQ's analysis language its careful provide formal guarantees differential privacy any all uses platform. unconditional structural require no trust placed in expertise or diligence analysts, substantially broadening scope deployment analysis, especially by non-experts.
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berkeley.edu参考文章(16)
Úlfar Erlingsson, Dennis Fetterly, Michael Isard, Jon Currey, Pradeep Kumar Gunda, Yuan Yu, Mihai Budiu, DryadLINQ: a system for general-purpose distributed data-parallel computing using a high-level language operating systems design and implementation. pp. 1- 14 ,(2008) , 10.5555/1855741.1855742
Yehuda Lindell, Benny Pinkas, Privacy Preserving Data Mining international cryptology conference. pp. 36- 54 ,(2000) , 10.1007/3-540-44598-6_3
Cynthia Dwork, Krishnaram Kenthapadi, Frank McSherry, Ilya Mironov, Moni Naor, Our Data, Ourselves: Privacy Via Distributed Noise Generation Advances in Cryptology - EUROCRYPT 2006. ,vol. 4004, pp. 486- 503 ,(2006) , 10.1007/11761679_29
Cynthia Dwork, Frank McSherry, Kobbi Nissim, Adam Smith, Calibrating Noise to Sensitivity in Private Data Analysis Theory of Cryptography. ,vol. 3876, pp. 265- 284 ,(2006) , 10.1007/11681878_14
Dorothy Elizabeth Robling Denning, Cryptography and data security ,(1982)
Frank McSherry, Kunal Talwar, Mechanism Design via Differential Privacy foundations of computer science. pp. 94- 103 ,(2007) , 10.1109/FOCS.2007.41
Avrim Blum, Cynthia Dwork, Frank McSherry, Kobbi Nissim, Practical privacy: the SuLQ framework symposium on principles of database systems. pp. 128- 138 ,(2005) , 10.1145/1065167.1065184
Pierangela Samarati, Latanya Sweeney, Generalizing data to provide anonymity when disclosing information (abstract) symposium on principles of database systems. pp. 188- ,(1998) , 10.1145/275487.275508
Michael Isard, Mihai Budiu, Yuan Yu, Andrew Birrell, Dennis Fetterly, Dryad: distributed data-parallel programs from sequential building blocks european conference on computer systems. ,vol. 41, pp. 59- 72 ,(2007) , 10.1145/1272996.1273005
Nabil R. Adam, John C. Worthmann, Security-control methods for statistical databases: a comparative study ACM Computing Surveys. ,vol. 21, pp. 515- 556 ,(1989) , 10.1145/76894.76895