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  • title: Sketch-Flip-Merge: Mergeable Sketches for Private Distinct Counting
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            Sketch-Flip-Merge: Mergeable Sketches for Private Distinct Counting
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            Sketch-Flip-Merge: Mergeable Sketches for Private Distinct Counting

            Jul 25, 2023

            Speakers

            JH

            Jonathan Hehir

            Speaker · 0 followers

            DT

            Daniel Ting

            Speaker · 0 followers

            GC

            Graham Cormode

            Speaker · 1 follower

            About

            Data sketching is a critical tool for distinct counting, enabling multisets to be represented by compact summaries that admit fast cardinality estimates. Because sketches may be merged to summarize multiset unions, they are a basic building block in data warehouses. Although many practical sketches for cardinality estimation exist, none provide privacy when merging. We propose the first practical cardinality sketches that are simultaneously mergeable, differentially private (DP), and have low em…

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            I2
            I2

            ICML 2023

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