Smooth Sensitivity Based Approach for Differentially Private PCA

Alon Gonem, Ran Gilad-Bachrach. Smooth Sensitivity Based Approach for Differentially Private PCA. In Firdaus Janoos, Mehryar Mohri, Karthik Sridharan, editors, Algorithmic Learning Theory, ALT 2018, 7-9 April 2018, Lanzarote, Canary Islands, Spain. Volume 83 of Proceedings of Machine Learning Research, pages 438-450, PMLR, 2018. [doi]

Abstract

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