Finding Global Icebergs over Distributed Data Sets
Summary: Find global icebergs across many nodes despite items that are globally frequent but locally rare, avoiding prohibitive raw-data shipping. Introduce sampling and CountSketch-based distributed protocols with provable accuracy; CountSketch cuts communication by an order of magnitude while maintaining high accuracy. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Qi (George) Zhao
- 2. Mitsunori Ogihara
- 3. Haixun Wang
- 4. Jun (Jim) Xu
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,908 | Building Wavelet Histograms on Large Data in MapReduce | 2012 | VLDB | 5.2731311e-05 |
| 8,042 | Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation | 2011 | VLDB | 4.5956381e-05 |
| 8,669 | CoopStore: Optimizing Precomputed Summaries for Aggregation | 2020 | VLDB | 4.4667395e-05 |
| 11,366 | MinMax Sampling: A Near-optimal Global Summary for Aggregation in the Wide Area | 2022 | SIGMOD | 4.1905499e-05 |
| 11,861 | Scalable Approximate Query Tracking over Highly Distributed Data Streams | 2016 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 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 |
| 598 | Computing Iceberg Queries Efficiently | 1998 | VLDB | 0.00019431661 |
| 743 | Distributed Top-K Monitoring | 2003 | SIGMOD | 0.00017318557 |
| 778 | Spectral Bloom Filters | 2003 | SIGMOD | 0.00016729191 |
| 846 | Approximate Counts and Quantiles over Sliding Windows | 2004 | PODS | 0.00015949293 |
| 874 | What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically | 2003 | PODS | 0.0001568356 |
| 1,006 | Adaptive Filters for Continuous Queries over Distributed Data Streams | 2003 | SIGMOD | 0.00014684829 |
| 1,136 | Chain: Operator Scheduling for Memory Minimization in Data Stream Systems | 2003 | SIGMOD | 0.00013745517 |
| 1,343 | Scalable Distributed Stream Processing | 2003 | CIDR | 0.00012478318 |
| 5,684 | Distributed Set-Expression Cardinality Estimation | 2004 | VLDB | 5.3731479e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,861 | Scalable Approximate Query Tracking over Highly Distributed Data Streams | 2016 | SIGMOD | 4.1905499e-05 |
| 1,967 | Efficient Computation of Iceberg Cubes with Complex Measures | 2001 | SIGMOD | 9.9108189e-05 |
| 8,042 | Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation | 2011 | VLDB | 4.5956381e-05 |
| 2,269 | Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling | 2005 | VLDB | 9.1507118e-05 |
| 7,839 | Sketch-based Querying of Distributed Sliding-Window Data Streams | 2012 | VLDB | 4.6338068e-05 |
| 5,807 | Finding Frequent Items in Probabilistic Data | 2008 | SIGMOD | 5.3189104e-05 |
| 13,831 | Communication-Efficient Distributed Mining of Association Rules | 2001 | SIGMOD | - |
| 2,934 | Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles | 2005 | SIGMOD | 7.8628636e-05 |
| 831 | Finding Frequent Items in Data Streams | 2008 | VLDB | 0.00016094846 |
| 598 | Computing Iceberg Queries Efficiently | 1998 | VLDB | 0.00019431661 |