gSketch: On Query Estimation in Graph Streams
Summary: gSketch fuses traditional stream synopses with partitioned sketches to estimate queries on evolving graphs. It splits a global sketch into localized sketches to optimize accuracy under two scenarios: stream-only sampling, and joint stream+workload sampling, outperforming global baselines on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Peixiang Zhao (University of Illinois Urbana-Champaign)
- 2. Charu C. Aggarwal (IBM)
- 3. Min Wang (Hewlett Packard Enterprise)
BibTeX Citation
@article{zhao_vldb12,
title = {{gSketch: On Query Estimation in Graph Streams}},
author = {Zhao, Peixiang and Aggarwal, Charu C. and Wang, Min},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {3},
pages = {193--204},
doi = {10.14778/2078324.2078332},
url = {https://doi.org/10.14778/2078324.2078332},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 600 | Massive Graph Triangulation | 2013 | SIGMOD | 0.00015740352 |
| 1,319 | Augmented Sketch: Faster and More Accurate Stream Processing | 2016 | SIGMOD | 0.00011045888 |
| 1,970 | Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing | 2018 | SIGMOD | 9.2902522e-05 |
| 2,186 | Graph Stream Summarization: From Big Bang to Big Crunch | 2016 | SIGMOD | 8.8916948e-05 |
| 3,668 | TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing | 2019 | VLDB | 7.1131403e-05 |
| 4,915 | Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs | 2013 | VLDB | 6.356048e-05 |
| 4,979 | Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams | 2017 | VLDB | 6.3300966e-05 |
| 5,660 | Summarizing Static and Dynamic Big Graphs | 2017 | VLDB | 6.0478621e-05 |
| 5,984 | An In-Depth Study of Continuous Subgraph Matching | 2022 | VLDB | 5.926237e-05 |
| 7,637 | Stingy Sketch: A Sketch Framework for Accurate and Fast Frequency Estimation | 2022 | VLDB | 5.477389e-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 |
|---|---|---|---|---|
| 124 | Approximate Frequency Counts over Data Streams | 2002 | VLDB | 0.00030600691 |
| 462 | Counting Triangles in Data Streams | 2006 | PODS | 0.00017807125 |
| 842 | Processing Complex Aggregate Queries over Data Streams | 2002 | SIGMOD | 0.00013540697 |
| 909 | Finding Frequent Items in Data Streams | 2008 | VLDB | 0.00013125647 |
| 1,415 | Estimating PageRank on Graph Streams | 2008 | PODS | 0.00010737378 |
| 2,054 | Space Efficient Mining of Multigraph Streams | 2005 | PODS | 9.1135465e-05 |
| 3,540 | Tighter Estimation using Bottom k Sketches | 2008 | VLDB | 7.2161972e-05 |
| 4,320 | On Dense Pattern Mining in Graph Streams | 2010 | VLDB | 6.6666852e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,390 | Experimental Analysis of Streaming Algorithms for Graph Partitioning | 2019 | SIGMOD |
| 2 | 2,738 | Sketching Probabilistic Data Streams | 2007 | SIGMOD |
| 3 | 2,186 | Graph Stream Summarization: From Big Bang to Big Crunch | 2016 | SIGMOD |
| 4 | 5,896 | Query-by-Sketch: Scaling Shortest Path Graph Queries on Very Large Networks | 2021 | SIGMOD |
| 5 | 1,169 | Graph Sketches: Sparsification, Spanners, and Subgraphs | 2012 | PODS |
| 6 | 7,916 | Sketch-based Geometric Monitoring of Distributed Stream Queries | 2013 | VLDB |
| 7 | 10,501 | Sketch-based Secure Query Processing for Streaming Data | 2026 | SIGMOD |
| 8 | 1,066 | Sketching Streams Through the Net: Distributed Approximate Query Tracking | 2005 | VLDB |
| 9 | 7,870 | Sketch-based Querying of Distributed Sliding-Window Data Streams | 2012 | VLDB |
| 10 | 842 | Processing Complex Aggregate Queries over Data Streams | 2002 | SIGMOD |