Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data
Summary: Extends HHHs to multi-dimensional hierarchies; analyzes overlap and split propagation across child-to-parent aggregation. Offline exact HHHs; online one-pass with provable accuracy uses diamond lattice to keep a fixed per-node stats, near-offline results. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Graham Cormode
- 2. S. Muthukrishnan
- 3. Flip Korn
- 4. Divesh Srivastava
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,701 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS | 6.825442e-05 |
| 5,807 | Finding Frequent Items in Probabilistic Data | 2008 | SIGMOD | 5.3189104e-05 |
| 8,066 | Together is Better: Heavy Hitters Quantile Estimation | 2023 | SIGMOD | 4.5899218e-05 |
| 8,520 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 4.4893996e-05 |
| 12,218 | Dissemination of Models over Time-Varying Data | 2011 | VLDB | 4.1905499e-05 |
| 12,395 | Relaxation in Text Search using Taxonomies | 2008 | VLDB | 4.1905499e-05 |
| 12,397 | SLEUTH: Single-publisher attack detection Using correlation Hunting | 2008 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 168 | Approximate Frequency Counts over Data Streams | 2002 | VLDB | 0.0003915627 |
| 475 | Bottom-Up Computation of Sparse and Iceberg CUBEs | 1999 | SIGMOD | 0.00022238407 |
| 846 | Approximate Counts and Quantiles over Sliding Windows | 2004 | PODS | 0.00015949293 |
| 849 | Dynamic Multidimensional Histograms | 2002 | SIGMOD | 0.00015919478 |
| 874 | What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically | 2003 | PODS | 0.0001568356 |
| 1,240 | Multi-dimensional Selectivity Estimation Using Compressed Histogram Information | 1999 | SIGMOD | 0.00013090678 |
| 2,079 | The Generalized MDL Approach for Summarization | 2002 | VLDB | 9.5972684e-05 |
| 5,188 | Finding Hierarchical Heavy Hitters in Data Streams | 2003 | VLDB | 5.635103e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,967 | Efficient Computation of Iceberg Cubes with Complex Measures | 2001 | SIGMOD | 9.9108189e-05 |
| 762 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00016984985 |
| 849 | Dynamic Multidimensional Histograms | 2002 | SIGMOD | 0.00015919478 |
| 4,958 | Aggregation Algorithms for Very Large Compressed Data Warehouses | 1999 | VLDB | 5.8004036e-05 |
| 275 | Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets | 1999 | SIGMOD | 0.00029381206 |
| 3,621 | Fast Algorithms For Hierarchical Range Histogram Construction | 2002 | PODS | 6.9022467e-05 |
| 995 | Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes | 2000 | SIGMOD | 0.00014745185 |
| 4,050 | What can Hierarchies do for Data Warehouses? | 1999 | VLDB | 6.4952391e-05 |
| 3,701 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS | 6.825442e-05 |
| 5,188 | Finding Hierarchical Heavy Hitters in Data Streams | 2003 | VLDB | 5.635103e-05 |