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Differentially Private Learning of Undirected Graphical Models Using Collective Graphical Models.

, , , , , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 478-487. PMLR, (2017)

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The matrix mechanism: optimizing linear counting queries under differential privacy., , , , and . VLDB J., 24 (6): 757-781 (2015)Avoiding Bias when Aggregating Relational Data with Degree Disparity, , and . Proceedings of the Twentieth International Conference on Machine Learning (ICML), page 274--281. (2003)Optimizing Histogram Queries under Differential Privacy, , , , and . CoRR, (2009)Principled Evaluation of Differentially Private Algorithms using DPBench., , , , and . CoRR, (2015)EKTELO: A Framework for Defining Differentially-Private Computations., , , , , and . SIGMOD Conference, page 115-130. ACM, (2018)Differential Privacy in the Wild: A Tutorial on Current Practices & Open Challenges., , and . SIGMOD Conference, page 1727-1730. ACM, (2017)Tumult Analytics: a robust, easy-to-use, scalable, and expressive framework for differential privacy., , , , , , , , , and 3 other author(s). CoRR, (2022)How PhD students at research universities can prepare for a career at a liberal arts college (abstract only)., , and . SIGCSE, page 752. ACM, (2013)Relationship privacy: output perturbation for queries with joins., , , and . PODS, page 107-116. ACM, (2009)IoT-Detective: Analyzing IoT Data Under Differential Privacy., , , , , , and . SIGMOD Conference, page 1725-1728. ACM, (2018)