Download
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.
Features
- Differential Privacy
- Regressions
- Objective Perturbation
Categories
Information AnalysisFollow Functional Mechanism
Other Useful Business Software
Stay in Flow. Let Zenflow Handle the Heavy Lifting.
Zenflow is your engineering control center, turning specs into shipped features. Parallel agents handle coding, testing, and refactoring with real repo context. Multi-agent workflows remove bottlenecks and automate routine work so developers stay focused and in flow.
Rate This Project
Login To Rate This Project
User Reviews
Be the first to post a review of Functional Mechanism!
