10 citations · 10 across the 1 of their papers we have counts for
2 papers
cs.CR2019★ 10 cited
Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA
Jordan Awan, Ana Kenney, Matthew Reimherr +1
The exponential mechanism is a fundamental tool of Differential Privacy (DP) due to its strong privacy guarantees and flexibility. We study its extension to settings with summaries…
stat.ME2018
MIP-BOOST: Efficient and Effective Feature Selection for Linear Regression
Ana Kenney, Francesca Chiaromonte, Giovanni Felici
Recent advances in mathematical programming have made Mixed Integer Optimization a competitive alternative to popular regularization methods for selecting features in regression pr…