Accuracy First: Selecting a Differential Privacy Level for Accuracy-Constrained ERM

Traditional approaches to differential privacy assume a fixed privacy requirement ε for a computation, and attempt to maximize the accuracy of the computation subject to the privacy constraint. As differential privacy is increasingly deployed in practical settings, it may often be that there is ins...

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Bibliographic Details
Main Authors: Steven Wu, Aaron Roth, Katrina Ligett, Bo Waggoner, Seth Neel
Format: Article
Language:English
Published: Labor Dynamics Institute 2019-09-01
Series:The Journal of Privacy and Confidentiality
Subjects:
ERM
Online Access:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/682