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Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items

Summary: Proposes Double-Anonymous sketch to compute global top-K across disjoint streams with top-K-fairness. Leverages double-anonymity, hot panning, and early freezing; provides theoretical guarantees and extensive experiments showing substantial error reductions vs state-of-the-art; open-source code. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
he18aef291158387b
Venue
SIGMOD
Year
2023
Pagerank
5.4357887e-05
Overall Rank
7,873 | 47.07%
DOI
10.1145/3588933

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhao_sigmod23,
        title = {{Double-Anonymous Sketch: Achieving Top-K-fairness for Finding Global Top-K Frequent Items}},
        author = {Zhao, Yikai and Han, Wenchen and Zhong, Zheng and Zhang, Yinda and Yang, Tong and Cui, Bin},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3588933},
        url = {https://dl.acm.org/doi/10.1145/3588933},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
124 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00030600691
1,319 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011045888
1,844 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 9.5159229e-05
2,071 A General-Purpose Counting Filter: Making Every Bit Count 2017 SIGMOD 9.0866982e-05
2,186 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.8916948e-05
2,930 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 7.8415815e-05
3,080 Persistent Data Sketching 2015 SIGMOD 7.6662346e-05
3,090 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6584982e-05
3,160 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.5807496e-05
3,514 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.2429609e-05
3,712 Vector Quotient Filters: Overcoming the Time/Space Trade-Off in Filter Design 2021 SIGMOD 7.078249e-05
3,980 BurstSketch: Finding Bursts in Data Streams 2021 SIGMOD 6.8788724e-05
4,734 Fast Processing and Querying of 170TB of Genomics Data via a Repeated And Merged BloOm Filter (RAMBO) 2021 SIGMOD 6.4453753e-05
4,979 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 6.3300966e-05
5,003 COMPASS: Online Sketch-based Query Optimization for In-Memory Databases 2021 SIGMOD 6.3188773e-05
5,025 Finding Persistent Items in Data Streams 2017 VLDB 6.3093822e-05
5,093 Persistent Bloom Filter: Membership Testing for the Entire History 2018 SIGMOD 6.277732e-05
5,373 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1569337e-05
5,499 Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams 2016 SIGMOD 6.1034402e-05
5,910 Active Sampling Count Sketch (ASCS) for Online Sparse Estimation of a Trillion Scale Covariance Matrix 2021 SIGMOD 5.9502983e-05
6,816 Out of Many We are One: Measuring Item Batch with Clock-Sketch 2021 SIGMOD 5.6731874e-05
7,184 Building Fast and Compact Sketches for Approximately Multi-Set Multi-Membership Querying 2021 SIGMOD 5.5913067e-05
8,580 Conditional Cuckoo Filters 2021 SIGMOD 5.3100462e-05
8,775 Bidirectionally Densifying LSH Sketches with Empty Bins 2021 SIGMOD 5.2800974e-05
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