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BetweenCut: Private Heavy-Node Classification with Doubly Logarithmic Error in Tree Height

Bao, Ergute et al.
arXiv (All) · Papers
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cryptography-and-securitydata-structures-and-algorithms
Finding heavy nodes in a tree---those whose counts exceed a given threshold---is a building block for analysis and learning over structured data. Achieving record-level differential privacy (DP) without sacrificing accuracy is challenging because each record contributes to counts along an entire roo
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