A Simple and Practical Algorithm for Differentially Private Data Release
Hardt, Moritz, Ligett, Katrina, Mcsherry, Frank
–Neural Information Processing Systems
We present a new algorithm for differentially private data release, based on a simple combination of the Exponential Mechanism with the Multiplicative Weights update rule. Our MWEM algorithm achieves what are the best known and nearly optimal theoretical guarantees, while at the same time being simple to implement and experimentally more accurate on actual data sets than existing techniques.
Neural Information Processing Systems
Dec-31-2012
- Industry:
- Information Technology > Security & Privacy (0.86)
- Technology:
- Information Technology
- Artificial Intelligence > Machine Learning (1.00)
- Data Science (0.94)
- Security & Privacy (0.86)
- Information Technology