Search Results for author: Samuel Hopkins

Found 1 papers, 0 papers with code

Insufficient Statistics Perturbation: Stable Estimators for Private Least Squares

no code implementations23 Apr 2024 Gavin Brown, Jonathan Hayase, Samuel Hopkins, Weihao Kong, Xiyang Liu, Sewoong Oh, Juan C. Perdomo, Adam Smith

We present a sample- and time-efficient differentially private algorithm for ordinary least squares, with error that depends linearly on the dimension and is independent of the condition number of $X^\top X$, where $X$ is the design matrix.

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