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Scalability! But at what COST?, , and . HotOS, USENIX Association, (2015)Web Search via Hub Synthesis., , , and . FOCS, page 500-509. IEEE Computer Society, (2001)A Simple and Practical Algorithm for Differentially Private Data Release., , and . NIPS, page 2348-2356. (2012)Foundations of Differential Dataflow., , and . FoSSaCS, volume 9034 of Lecture Notes in Computer Science, page 71-83. Springer, (2015)Toward Privacy in Public Databases., , , , and . TCC, volume 3378 of Lecture Notes in Computer Science, page 363-385. Springer, (2005)Privacy integrated queries: an extensible platform for privacy-preserving data analysis.. SIGMOD Conference, page 19-30. ACM, (2009)A decentralized algorithm for spectral analysis., and . STOC, page 561-568. ACM, (2004)Calibrating Noise to Sensitivity in Private Data Analysis., , , and . J. Priv. Confidentiality, 7 (3): 17-51 (2016)Managing Large Graphs on Multi-Cores with Graph Awareness., , , , , and . USENIX Annual Technical Conference, page 41-52. USENIX Association, (2012)Special Issue On The Thirty-Eighth Annual ACM Symposium On Theory Of Computing (STOC 2006)., , , , , and . SIAM J. Comput., (2009)