1 citations · 1 across the 4 of their papers we have counts for
4 papers
Some Robustness Properties of Label Cleaning
Chen Cheng, John Duchi
We demonstrate that learning procedures that rely on aggregated labels, e.g., label information distilled from noisy responses, enjoy robustness properties impossible without data…
On Privately Estimating a Single Parameter
Hilal Asi, John C. Duchi, Kunal Talwar
We investigate differentially private estimators for individual parameters within larger parametric models. While generic private estimators exist, the estimators we provide repose…
A fast and slightly robust covariance estimator
John Duchi, Saminul Haque, Rohith Kuditipudi
Let from a distribution with mean zero and covariance . Given a dataset $\mathcal…
Resampling methods for private statistical inference
Karan Chadha, John Duchi, Rohith Kuditipudi
We consider the task of constructing confidence intervals with differential privacy. We propose two private variants of the non-parametric bootstrap, which privately compute the me…