Software

MVG Mechanism for Differential Privacy

A module to assist with the implementation of the Matrix-Variate Gaussian (MVG) mechanism for differential privacy under matrix-valued query. Please see the following papers for the detail on the MVG mechanism.

Thee Chanyaswad, Alex Dytso, H. Vincent Poor, and Prateek Mittal. "MVG Mechanism: Differential Privacy under Matrix-Valued Query." 2018 ACM SIGSAC Conference on Computer and Communications Security (CCS'18)2018. (...

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RON-Gauss for Non-Interactive Private Data Release

RON-Gauss is a system for non-interactive differentially-private data release. The implementation is based on the following paper:

Thee Chanyaswad, Changchang Liu, and Prateek Mittal. “RON-Gauss: Enhancing Utility in Non-Interactive Private Data Release,” Proceedings on Privacy Enhancing Technologies (PETS), vol. 2019, no. 1, 2018. (https://arxiv.org/abs/1709.00054)

The software release can be accessed via the following repository: ...

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