Presents a novel adaptive filtering technique in private power iteration that adapts to matrix coherence for beyond-worst-case guarantees on top singular vector computation.
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Adaptive Power Iteration Method for Differentially Private PCA
Presents a novel adaptive filtering technique in private power iteration that adapts to matrix coherence for beyond-worst-case guarantees on top singular vector computation.