Hunting Temporal Bumps in Graphs with Dynamic Vertex Properties
Summary: Temporal bumps: a connected subgraph and a time window that maximize PoI discrepancy in graphs with dynamic vertex properties. Proposes two approximations with trade-offs and two fast heuristics; experiments on real data show higher discrepancies and scalable performance versus baselines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
BibTeX Citation
@inproceedings{sun_sigmod22,
title = {{Hunting Temporal Bumps in Graphs with Dynamic Vertex Properties}},
author = {Sun, Yahui and Ma, Shuai and Cui, Bin},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3517859},
url = {https://dl.acm.org/doi/10.1145/3514221.3517859},
year = {2022}
}
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,504 | Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries | 2024 | VLDB | 5.4132367e-05 |
| 9,349 | Temporal SIR-GN: Efficient and Effective Structural Representation Learning for Temporal Graphs | 2023 | VLDB | 5.284204e-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 |
|---|---|---|---|---|
| 982 | Influential Community Search in Large Networks | 2015 | VLDB | 0.0001283311 |
| 1,745 | Querying Shortest Paths on Time Dependent Road Networks | 2019 | VLDB | 9.861709e-05 |
| 2,896 | Online Density Bursting Subgraph Detection from Temporal Graphs | 2019 | VLDB | 7.9828452e-05 |
| 3,439 | COMMIT: A Scalable Approach to Mining Communication Motifs from Dynamic Networks | 2015 | SIGMOD | 7.4144782e-05 |
| 4,498 | Constrained Shortest Path Query in a Large Time-Dependent Graph | 2019 | VLDB | 6.6613027e-05 |
| 5,028 | Minimum Spanning Trees in Temporal Graphs | 2015 | SIGMOD | 6.3961072e-05 |
| 5,149 | An Optimal and Progressive Approach to Online Search of Top-K Influential Communities | 2018 | VLDB | 6.3459884e-05 |
| 11,826 | Hunting Multiple Bumps in Graphs | 2020 | VLDB | 5.093636e-05 |
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