The paper presents design recommendations and an example architecture for making differentially private interactive query systems usable by policy researchers, balancing privacy, statistical utility, and usability.
PSI ({\Psi}): a Private data Sharing Interface
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abstract
We provide an overview of PSI ("a Private data Sharing Interface"), a system we are developing to enable researchers in the social sciences and other fields to share and explore privacy-sensitive datasets with the strong privacy protections of differential privacy.
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cs.HC 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
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But Can You Use It? Design Recommendations for Differentially Private Interactive Systems
The paper presents design recommendations and an example architecture for making differentially private interactive query systems usable by policy researchers, balancing privacy, statistical utility, and usability.