Overlook: Differentially Private Exploratory Visualization for Big Data
Data exploration systems that provide differential privacy must manage a privacy budget that measures the amount of privacy lost across multiple queries. One effective strategy to manage the privacy budget is to compute a one-time private synopsis of the data, to which users can make an unlimited n...
Main Authors: | Mihai Budiu, Pratiksha Thaker, Parikshit Gopalan, Udi Wieder, Matei Zaharia |
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Format: | Article |
Language: | English |
Published: |
Labor Dynamics Institute
2022-07-01
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Series: | The Journal of Privacy and Confidentiality |
Subjects: | |
Online Access: | http://www.journalprivacyconfidentiality.org/index.php/jpc/article/view/779 |
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