251 citations · 487 across the 35 of their papers we have counts for
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Formal Privacy for Functional Data with Gaussian Perturbations
Ardalan Mirshani, Matthew Reimherr, Aleksandra Slavkovic
Motivated by the rapid rise in statistical tools in Functional Data Analysis, we consider the Gaussian mechanism for achieving differential privacy with parameter estimates taking…
Manifold Data Analysis with Applications to High-Frequency 3D Imaging
Hyun Bin Kang, Matthew Reimherr, Mark Shriver +1
Many scientific areas are faced with the challenge of extracting information from large, complex, and highly structured data sets. A great deal of modern statistical work focuses o…
Optimal Prediction for Additive Function-on-Function Regression
Matthew Reimherr, Bharath Sriperumbudur, Bahaeddine Taoufik
As with classic statistics, functional regression models are invaluable in the analysis of functional data. While there are now extensive tools with accompanying theory available f…