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A Universally Applicable Differential Privacy System: Redefining Utility in Database Privacy to Prioritize User Experience

Author(s)
Xu, Helen J.
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Advisor
Madden, Samuel
Cao, Lei
Terms of use
In Copyright - Educational Use Permitted Copyright MIT http://rightsstatements.org/page/InC-EDU/1.0/
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Abstract
Data privacy is a fundamental ethical goal. We must aim for innovating without exploiting. In order to provide formal privacy guarantees, differential privacy has been the central method of implementing database privacy. However, there are many barriers to widespread adoption. General methods lack accuracy and more innovative methods lack applicability beyond a specific kind of data or query. This project aims to create an effective differentially private system that provides an identical user experience to using raw data and redefines utility in database privacy to focus on the user experience.
Date issued
2022-05
URI
https://hdl.handle.net/1721.1/144558
Department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Publisher
Massachusetts Institute of Technology

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