Feb 2, 2017 · Explode then hosts a web application that allows users to conveniently perform many popular data analysis tasks through a graphical user ...
Abstract—Differential privacy (DP) has emerged as a popular standard for privacy protection and received great attention from the research community.
This paper describes the current implementation of Explode, together with potential improvements and extensions. Explode: An Extensible Platform for ...
Explode then hosts a web application that allows users to conveniently perform many popular data analysis tasks through a graphical user interface, e.g., ...
One method to implement DP protection is to add noise to the query results to obscure the output [28]. One of the ways is to add Laplace noise [29] .
The R package diffpriv provides tools for statistics and machine learning under differential privacy. Suitable for releasing analyses on privacy-sensitive data ...
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[PDF] an extensible platform for privacy-preserving data analysis
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A differentially-private analysis applied to transformed data masks small changes in the transformation's output, and so mask small changes in its inputs as ...
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Explode: an extensible platform for differentially private data analysis. E Esmerdag, ME Gursoy, A Inan, Y Saygin. 2016 IEEE 16th International Conference on ...
Sep 3, 2010 · abstract. Privacy Integrated Queries (PINQ) is an extensible data analysis platform designed to provide unconditional privacy.
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