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DProvDB: Differentially private query processing with multi-analyst provenance
Recent years have witnessed the adoption of differential privacy (DP) in practical database
systems like PINQ, FLEX, and PrivateSQL. Such systems allow data analysts to query …
systems like PINQ, FLEX, and PrivateSQL. Such systems allow data analysts to query …
Multi-analyst differential privacy for online query answering
Most differentially private mechanisms are designed for the use of a single analyst. In reality,
however, there are often multiple stakeholders with different and possibly conflicting …
however, there are often multiple stakeholders with different and possibly conflicting …
Framework for differentially private data analysis with multiple accuracy requirements
K Knopf - Proceedings of the 2021 International Conference on …, 2021 - dl.acm.org
Organizations who collect sensitive data, such as hospitals or governments, may want to
share the data with others. There could be multiple applications or analysts that want to use …
share the data with others. There could be multiple applications or analysts that want to use …
Differential privacy with fine-grained provenance: Opportunities and challenges
Differential privacy (DP) offers a robust framework for protecting individual privacy when
analyzing data. However, the elegant abstractions used in DP theory do not always translate …
analyzing data. However, the elegant abstractions used in DP theory do not always translate …
DProvSQL: Accuracy-aware privacy provenance framework for differentially private sql engine
S Zhang - 2022 - uwspace.uwaterloo.ca
Recent years have witnessed the adoption of differential privacy (DP) in practical database
query systems. Such systems, like PrivateSQL and FLEX, allow data analysts to query …
query systems. Such systems, like PrivateSQL and FLEX, allow data analysts to query …
Fairness in Differentially Private Data Release
DA Pujol - 2022 - search.proquest.com
Data privacy has received an increased amount of attention in the recent decade. Large
scale data collection has been the norm for both scientific and commercial uses. This private …
scale data collection has been the norm for both scientific and commercial uses. This private …