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 |
|---|---|---|---|---|
| 3,660 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS | 6.8691367e-05 |
| 5,796 | Finding Frequent Items in Probabilistic Data | 2008 | SIGMOD | 5.3240234e-05 |
| 6,362 | SLEUTH: Single-publisher attack detection Using correlation Hunting | 2008 | VLDB | 5.0953013e-05 |
| 8,062 | Together is Better: Heavy Hitters Quantile Estimation | 2023 | SIGMOD | 4.5943269e-05 |
| 8,522 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 4.4937074e-05 |
| 12,210 | Dissemination of Models over Time-Varying Data | 2011 | VLDB | 4.1945683e-05 |
| 12,387 | Relaxation in Text Search using Taxonomies | 2008 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 166 | Approximate Frequency Counts over Data Streams | 2002 | VLDB | 0.00039361552 |
| 472 | Bottom-Up Computation of Sparse and Iceberg CUBEs | 1999 | SIGMOD | 0.00022346384 |
| 848 | Approximate Counts and Quantiles over Sliding Windows | 2004 | PODS | 0.0001597308 |
| 852 | Dynamic Multidimensional Histograms | 2002 | SIGMOD | 0.00015941524 |
| 865 | What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically | 2003 | PODS | 0.00015808172 |
| 1,241 | Multi-dimensional Selectivity Estimation Using Compressed Histogram Information | 1999 | SIGMOD | 0.00013097578 |
| 2,074 | The Generalized MDL Approach for Summarization | 2002 | VLDB | 9.6134804e-05 |
| 5,016 | Finding Hierarchical Heavy Hitters in Data Streams | 2003 | VLDB | 5.7580375e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,955 | Efficient Computation of Iceberg Cubes with Complex Measures | 2001 | SIGMOD | 9.9629452e-05 |
| 767 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00016981309 |
| 852 | Dynamic Multidimensional Histograms | 2002 | SIGMOD | 0.00015941524 |
| 4,954 | Aggregation Algorithms for Very Large Compressed Data Warehouses | 1999 | VLDB | 5.8053789e-05 |
| 273 | Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets | 1999 | SIGMOD | 0.00029390945 |
| 996 | Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes | 2000 | SIGMOD | 0.00014741524 |
| 3,619 | Fast Algorithms For Hierarchical Range Histogram Construction | 2002 | PODS | 6.9084829e-05 |
| 4,043 | What can Hierarchies do for Data Warehouses? | 1999 | VLDB | 6.5015013e-05 |
| 3,660 | Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams | 2005 | PODS | 6.8691367e-05 |
| 5,016 | Finding Hierarchical Heavy Hitters in Data Streams | 2003 | VLDB | 5.7580375e-05 |