On Sampling from Massive Graph Streams
Summary: GPS is an order-based reservoir sampling framework for graphs, weighting edge samples to optimize subgraph estimation. Separates sampling from estimation (post- and in-stream) with a Martingale-based unbiased estimator; yields <1% error on subgraph counts while using <0.01% of edges. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Nesreen K. Ahmed (Intel)
- 2. Nick Duffield (Texas A&M University)
- 3. Theodore L. Willke (Intel)
- 4. Ryan A. Rossi (Palo Alto Research Center)
BibTeX Citation
@article{ahmed_vldb17,
title = {{On Sampling from Massive Graph Streams}},
author = {Ahmed, Nesreen K. and Duffield, Nick and Willke, Theodore L. and Rossi, Ryan A.},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {11},
pages = {1430--1443},
doi = {10.14778/3137628.3137652},
url = {https://doi.org/10.14778/3137628.3137652},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,539 | Hypergraph Motifs: Concepts, Algorithms, and Discoveries | 2020 | VLDB | 7.2173698e-05 |
| 4,224 | Efficient Biclique Counting in Large Bipartite Graphs | 2023 | SIGMOD | 6.7217275e-05 |
| 10,793 | AGIS: Fast Approximate Graph Pattern Mining with Structure-Informed Sampling | 2026 | VLDB | 4.9793485e-05 |
| 11,279 | Efficient and Adaptive Estimation of Local Triadic Coefficients | 2025 | VLDB | 4.9793485e-05 |
| 11,446 | Efficient Computation of Hyper-triangles on Hypergraphs | 2025 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 462 | Counting Triangles in Data Streams | 2006 | PODS | 0.00017807125 |
| 1,121 | Counting and Sampling Triangles from a Graph Stream | 2013 | VLDB | 0.000119396 |
| 1,415 | Estimating PageRank on Graph Streams | 2008 | PODS | 0.00010737378 |
| 2,054 | Space Efficient Mining of Multigraph Streams | 2005 | PODS | 9.1135465e-05 |
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| 6 | 10,603 | Triangle Counting in Hypergraph Streams: A Complete and Practical Approach | 2026 | SIGMOD |
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