On Uncertain Graphs Modeling and Queries
Summary: Tutorial survey of uncertain (probabilistic) graphs for data management: sources, modeling, applications. Covers #P-hardness of core queries and advances in graph queries (pattern matching, diffusion, influence), with challenges and future directions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Arijit Khan (ETH Zurich)
- 2. Lei Chen (Hong Kong University of Science and Technology)
BibTeX Citation
@article{khan_vldb15,
title = {{On Uncertain Graphs Modeling and Queries}},
author = {Khan, Arijit and Chen, Lei},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {12},
pages = {2042--2045},
doi = {10.14778/2824032.2824089},
url = {https://doi.org/10.14778/2824032.2824089},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,559 | Efficient and Effective Algorithms for Clustering Uncertain Graphs | 2019 | VLDB | 7.3095916e-05 |
| 3,723 | Butterfly Counting on Uncertain Bipartite Graphs | 2022 | VLDB | 7.1725638e-05 |
| 5,890 | An In-Depth Comparison of s-t Reliability Algorithms over Uncertain Graphs | 2019 | VLDB | 6.0496722e-05 |
| 7,845 | Graph Querying Meets HCI: State of the Art and Future Directions | 2017 | SIGMOD | 5.5332653e-05 |
| 9,281 | Sage: A System for Uncertain Network Analysis | 2022 | VLDB | 5.2933125e-05 |
| 9,665 | ChiSeL: Graph Similarity Search using Chi-Squared Statistics in Large Probabilistic Graphs | 2020 | VLDB | 5.2406724e-05 |
| 9,948 | uBlade: Efficient Batch Processing for Uncertain Graph Queries | 2024 | SIGMOD | 5.1915905e-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 |
|---|---|---|---|---|
| 65 | Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge | 2008 | SIGMOD | 0.00038697603 |
| 196 | CrowdER: Crowdsourcing Entity Resolution | 2012 | VLDB | 0.00025780596 |
| 1,049 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB | 0.00012415522 |
| 1,254 | Distance-Constraint Reachability Computation in Uncertain Graphs | 2011 | VLDB | 0.0001147266 |
| 2,977 | Injecting Uncertainty in Graphs for Identity Obfuscation | 2012 | VLDB | 7.9035901e-05 |
| 3,548 | Efficient Subgraph Similarity Search on Large Probabilistic Graph Databases | 2012 | VLDB | 7.3214417e-05 |
| 3,738 | The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs | 2014 | SIGMOD | 7.1602939e-05 |
| 4,853 | Efficient Subgraph Search over Large Uncertain Graphs | 2011 | VLDB | 6.4780097e-05 |
| 6,258 | Cloud-based RDF Data Management | 2014 | SIGMOD | 5.939696e-05 |
| 8,935 | Efficient Query Answering in Probabilistic RDF Graphs | 2011 | SIGMOD | 5.3483178e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 12,505 | Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) | 2009 | SIGMOD |
| 2 | 3,548 | Efficient Subgraph Similarity Search on Large Probabilistic Graph Databases | 2012 | VLDB |
| 3 | 8,260 | Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds | 2021 | SIGMOD |
| 4 | 4,853 | Efficient Subgraph Search over Large Uncertain Graphs | 2011 | VLDB |
| 5 | 1,049 | k-Nearest Neighbors in Uncertain Graphs | 2010 | VLDB |
| 6 | 8,355 | Similarity Search and Mining in Uncertain Databases | 2010 | VLDB |
| 7 | 3,738 | The Pursuit of a Good Possible World: Extracting Representative Instances of Uncertain Graphs | 2014 | SIGMOD |
| 8 | 5,890 | An In-Depth Comparison of s-t Reliability Algorithms over Uncertain Graphs | 2019 | VLDB |
| 9 | 6,345 | Clustering Uncertain Graphs | 2018 | VLDB |
| 10 | 12,571 | Query Answering Techniques on Uncertain and Probabilistic Data | 2008 | SIGMOD |