Smooth Sensitivity for Learning Differentially-Private yet Accurate Rule Lists

Timothée Ly, Julien Ferry, Marie-José Huguet +2

Differentially-private (DP) mechanisms can be embedded into the design of a machine learning algorithm to protect the resulting model against privacy leakage. However, this often c…