From Anomaly Detection to Rumour Detection using Data Streams of Social Platforms
Summary: Multi-modal anomaly detection for rumour detection in streaming social data, combining entity and relation signals. Graph-based scan raises local anomalies to network-level rumours; incremental streaming methods demonstrated on 4M tweets with 1k+ rumours. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Nguyen Thanh Tam (EPFL)
- 2. Matthias Weidlich (Humboldt University of Berlin)
- 3. Bolong Zheng (Huazhong University of Science and Technology)
- 4. Hongzhi Yin (University of Queensland)
- 5. Nguyen Quoc Viet Hung (Griffith University)
- 6. Bela Stantic (Griffith University)
BibTeX Citation
@article{tam_vldb19,
title = {{From Anomaly Detection to Rumour Detection using Data Streams of Social Platforms}},
author = {Tam, Nguyen Thanh and Weidlich, Matthias and Zheng, Bolong and Yin, Hongzhi and Hung, Nguyen Quoc Viet and Stantic, Bela},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {9},
pages = {1016--1029},
doi = {10.14778/3329772.3329778},
url = {https://doi.org/10.14778/3329772.3329778},
year = {2019}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,400 | TOD: GPU-accelerated Outlier Detection via Tensor Operations | 2023 | VLDB | 5.3395906e-05 |
| 10,613 | ABFlow: Alert Bursting Flow Query in Streaming Temporal Flow Networks | 2026 | SIGMOD | 4.9793485e-05 |
| 11,312 | X-Blossom: Massive Parallelization of Graph Maximum Matching | 2025 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,208 | Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes | 2012 | VLDB | 7.5373385e-05 |
| 4,578 | OLAK: An Efficient Algorithm to Prevent Unraveling in Social Networks | 2017 | VLDB | 6.5226071e-05 |
| 7,274 | Computational Fact Checking: A Content Management Perspective | 2018 | VLDB | 5.5682289e-05 |
| 7,778 | User Guidance for Efficient Fact Checking | 2019 | VLDB | 5.4546499e-05 |
| 8,298 | Realtime Analysis of Information Diffusion in Social Media | 2013 | VLDB | 5.360756e-05 |
| 8,299 | SocialSpamGuard: A Data Mining-Based Spam Detection System for Social Media Networks | 2011 | VLDB | 5.360756e-05 |
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