25 citations · 25 across the 2 of their papers we have counts for
2 papers
cs.LG2020★ 25 cited
Differentially Private Synthetic Data: Applied Evaluations and Enhancements
Lucas Rosenblatt, Xiaoyan Liu, Samira Pouyanfar +3
Machine learning practitioners frequently seek to leverage the most informative available data, without violating the data owner's privacy, when building predictive models. Differe…
cs.CR2020
Distributed Differentially Private Mutual Information Ranking and Its Applications
Ankit Srivastava, Samira Pouyanfar, Joshua Allen +2
Computation of Mutual Information (MI) helps understand the amount of information shared between a pair of random variables. Automated feature selection techniques based on MI rank…