Differentially Private Bagging: Improved utility and cheaper privacy than subsample-and-aggregate

James Jordon, Jinsung Yoon, Mihaela van der Schaar. Differentially Private Bagging: Improved utility and cheaper privacy than subsample-and-aggregate. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 4325-4334, 2019. [doi]

Abstract

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