23 citations · 48 across the 15 of their papers we have counts for
Showing math.STShow all
2 papers · 1 filter
math.ST2022
Differentially Private Fréchet Mean on the Manifold of Symmetric Positive Definite (SPD) Matrices with log-Euclidean Metric
Saiteja Utpala, Praneeth Vepakomma, Nina Miolane
Differential privacy has become crucial in the real-world deployment of statistical and machine learning algorithms with rigorous privacy guarantees. The earliest statistical queri…
math.ST2022★ 1 cited
Shrinkage Estimation of Higher Order Bochner Integrals
Saiteja Utpala, Bharath K. Sriperumbudur
We consider shrinkage estimation of higher order Hilbert space valued Bochner integrals in a non-parametric setting. We propose estimators that shrink the -statistic estimator o…