Privacy with Estimation Guarantees

© 1963-2012 IEEE. We study the central problem in data privacy: how to share data with an analyst while providing both privacy and utility guarantees to the user that owns the data. In this setting, we present an estimation-theoretic analysis of the privacy-utility trade-off (PUT). Here, an analyst...

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Bibliographic Details
Main Authors: Wang, Hao, Vo, Lisa, Calmon, Flavio P, Medard, Muriel, Duffy, Ken R, Varia, Mayank
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2021
Online Access:https://hdl.handle.net/1721.1/136598