6 citations · 7 across the 3 of their papers we have counts for
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stat.ML2020
On the Sample Complexity of Privately Learning Unbounded High-Dimensional Gaussians
Ishaq Aden-Ali, Hassan Ashtiani, Gautam Kamath
We provide sample complexity upper bounds for agnostically learning multivariate Gaussians under the constraint of approximate differential privacy. These are the first finite samp…
stat.ML2015★ 6 cited
Representation Learning for Clustering: A Statistical Framework
Hassan Ashtiani, Shai Ben-David
We address the problem of communicating domain knowledge from a user to the designer of a clustering algorithm. We propose a protocol in which the user provides a clustering of a r…