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 | 0.00010011919 |
| 3,709 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS | 7.077859e-05 |
| 4,349 | Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data | 2004 | SIGMOD | 6.6437679e-05 |
| 7,572 | Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries | 2024 | SIGMOD | 5.492682e-05 |
| 7,700 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD | 5.4738264e-05 |
| 7,997 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 5.4090218e-05 |
| 10,414 | Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees | 2026 | SIGMOD | 4.9769913e-05 |
| 12,878 | SLEUTH: Single-pubLisher attack dEtection Using correlaTion Hunting | 2008 | VLDB | 4.9769913e-05 |
Previous
Page 1 / 1
Next
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 | 0.00019094951 |
| 858 | What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically | 2003 | PODS | 0.00013420431 |
| 1,725 | Gigascope: High Performance Network Monitoring with an SQL Interface | 2002 | SIGMOD | 9.7872746e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,455 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB |
| 2 | 7,436 | Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering | 2004 | SIGMOD |
| 3 | 11,544 | A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions | 2024 | SIGMOD |
| 4 | 6,573 | An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems | 2016 | PODS |
| 5 | 3,918 | Optimal Tracking of Distributed Heavy Hitters and Quantiles | 2009 | PODS |
| 6 | 11,960 | Data Summarization with Hierarchical Taxonomy | 2021 | SIGMOD |
| 7 | 7,700 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD |
| 8 | 4,349 | Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data | 2004 | SIGMOD |
| 9 | 7,997 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS |
| 10 | 3,709 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS |