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1

Functional Mechanism

Regression Analysis under Differential Privacy

Functional Mechanism is a differentially private method designed for a large class of optimization-based analyses. The main idea is to enforce epsilon-differential privacy by perturbing the objective function of the optimization problem, rather than its results. Please cite the following paper if you choose to use this code: J. Zhang, Z. Zhang, X. Xiao, Y. Yang, and M. Winslett. Functional Mechanism: Regression Analysis under Differential Privacy. PVLDB 5(11):1364-1375, 2012.

Downloads: 1 This Week

Last Update: 2014-09-15
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2

PrivLocal/PrivGene

Differentially Private Model Fitting Using Genetic Algorithms

Downloads: 0 This Week

Last Update: 2014-07-09
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