Graph Synopses, Sketches, and Streams: A Survey
Summary: Survey of small-space graph synopses and sketches for analyzing massive graphs under distributed and streaming constraints. Covers recent algorithmic techniques and identifies open directions for scalable graph processing. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sudipto Guha (University of Pennsylvania)
- 2. Andrew McGregor (University of Massachusetts Amherst)
BibTeX Citation
@article{guha_vldb12,
title = {{Graph Synopses, Sketches, and Streams: A Survey}},
author = {Guha, Sudipto and McGregor, Andrew},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {12},
pages = {2030--2031},
doi = {10.14778/2367502.2367513},
url = {https://doi.org/10.14778/2367502.2367513},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,148 | Graph Stream Summarization: From Big Bang to Big Crunch | 2016 | SIGMOD | 9.0825156e-05 |
| 4,171 | Accelerating Dynamic Graph Analytics on GPUs | 2018 | VLDB | 6.8537202e-05 |
| 5,250 | Parallel Personalized PageRank on Dynamic Graphs | 2018 | VLDB | 6.2992176e-05 |
| 8,647 | Auxo: A Scalable and Efficient Graph Stream Summarization Structure | 2023 | VLDB | 5.3921304e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012250108 |
| 1,146 | Graph Sketches: Sparsification, Spanners, and Subgraphs | 2012 | PODS | 0.00011984702 |
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|---|---|---|---|---|
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| 5 | 4,739 | Vertex and Hyperedge Connectivity in Dynamic Graph Streams | 2015 | PODS |
| 6 | 6,450 | Big Graph Analytics Systems | 2016 | SIGMOD |
| 7 | 5,833 | Managing and Mining Large Graphs: Systems and Implementations | 2012 | SIGMOD |
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| 10 | 1,146 | Graph Sketches: Sparsification, Spanners, and Subgraphs | 2012 | PODS |