Finding Hierarchical Heavy Hitters in Data Streams
Summary: Introduces Hierarchical Heavy Hitters: nodes whose residual descendant mass exceeds a threshold after discounting heavy descendants, yielding a topological stream summary. Presents deterministic and randomized hierarchy-aware algorithms with substantially improved accuracy over naive methods. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Graham Cormode (Rutgers University)
- 2. Flip Korn (AT&T)
- 3. S. Muthukrishnan (AT&T)
- 4. Divesh Srivastava (AT&T)
BibTeX Citation
@article{cormode_vldb03,
title = {{Finding Hierarchical Heavy Hitters in Data Streams}},
author = {Cormode, Graham and Korn, Flip and Muthukrishnan, S. and Srivastava, Divesh},
journal = {PVLDB},
series = {{VLDB} '03},
doi = {10.1016/B978-012722442-8/50048-3},
url = {https://doi.org/10.1016/B978-012722442-8/50048-3},
year = {2003}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,636 | Space-optimal Heavy Hitters with Strong Error Bounds | 2009 | PODS | 0.00010016656 |
| 3,708 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS | 7.0812099e-05 |
| 4,348 | Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data | 2004 | SIGMOD | 6.6469144e-05 |
| 7,566 | Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries | 2024 | SIGMOD | 5.4952834e-05 |
| 7,694 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD | 5.4764188e-05 |
| 7,992 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 5.4115836e-05 |
| 10,402 | Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees | 2026 | SIGMOD | 4.9793485e-05 |
| 12,872 | SLEUTH: Single-pubLisher attack dEtection Using correlaTion Hunting | 2008 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 403 | Bottom-Up Computation of Sparse and Iceberg CUBEs | 1999 | SIGMOD | 0.0001910396 |
| 858 | What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically | 2003 | PODS | 0.000134266 |
| 1,724 | Gigascope: High Performance Network Monitoring with an SQL Interface | 2002 | SIGMOD | 9.791892e-05 |
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