Improved Private Sparse Covariance Estimation with Multiscale Threshold Tests
A direct operator-norm bound on the centered fluctuations of an ideal reconstruction, exploiting conditional independence rather than accumulating entrywise errors across each row is developed, sharpen the trade-off between approximation error and privacy protection.
Zi-Han Zhang
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