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Approximate Distinct Counts for Billions of Datasets

Summary: Single-pass blends CountMin and HyperLogLog to estimate billions of distinct counts and enable multi-resolution aggregations. Offers correctness guarantees, tight error bounds, and consistent estimators with exact asymptotic coverage for multisets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5709
Venue
SIGMOD
Year
2019
Pagerank
5.139669e-05
Overall Rank
6,244 | 56.57%
DOI
10.1145/3299869.3319897

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