Tornado: A System For Real-Time Iterative Analysis Over Evolving Data
Summary: Tornado supports real-time iterative analysis on evolving data via a main loop and branch loops for fast convergence. Bounded asynchronous iteration preserves correctness; Tornado on Storm as a graph framework delivers results with fault tolerance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xiaogang Shi (Peking University)
- 2. Bin Cui (Peking University)
- 3. Yingxia Shao (Peking University)
- 4. Yunhai Tong (Peking University)
BibTeX Citation
@inproceedings{shi_sigmod16,
title = {{Tornado: A System For Real-Time Iterative Analysis Over Evolving Data}},
author = {Shi, Xiaogang and Cui, Bin and Shao, Yingxia and Tong, Yunhai},
series = {{SIGMOD} '16},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2882903.2882950},
url = {https://dl.acm.org/doi/10.1145/2882903.2882950},
year = {2016}
}
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,186 | Heterogeneity-aware Distributed Parameter Servers | 2017 | SIGMOD | 8.8916253e-05 |
| 3,115 | RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s | 2021 | SIGMOD | 7.6315625e-05 |
| 5,068 | Spruce: A Fast yet Space-saving Structure for Dynamic Graph Storage | 2024 | SIGMOD | 6.2872138e-05 |
| 6,730 | Adaptive Asynchronous Parallelization of Graph Algorithms | 2018 | SIGMOD | 5.6924142e-05 |
| 8,630 | D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks | 2024 | VLDB | 5.298422e-05 |
| 8,679 | Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries | 2024 | VLDB | 5.2892731e-05 |
| 9,471 | BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers | 2024 | VLDB | 5.170541e-05 |
| 9,923 | GeaFlow: A Graph Extended and Accelerated Dataflow System | 2023 | SIGMOD | 5.1079647e-05 |
| 10,161 | Automating Incremental Graph Processing with Flexible Memoization | 2021 | VLDB | 5.0682049e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 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 | 0.0012087459 |
| 22 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00055938421 |
| 26 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00052097907 |
| 218 | MillWheel: Fault-Tolerant Stream Processing at Internet Scale | 2013 | VLDB | 0.00024379041 |
| 231 | Storm @Twitter | 2014 | SIGMOD | 0.00023830094 |
| 442 | Differential dataflow | 2013 | CIDR | 0.00018201988 |
| 445 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00018168823 |
| 511 | TelegraphCQ: Continuous Dataflow Processing | 2003 | SIGMOD | 0.00017058115 |
| 556 | Fast Incremental and Personalized PageRank | 2011 | VLDB | 0.00016492651 |
| 1,415 | Estimating PageRank on Graph Streams | 2008 | PODS | 0.00010732327 |
| 4,100 | On-the-fly Progress Detection in Iterative Stream Queries | 2009 | VLDB | 6.8057916e-05 |
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| 7 | 12,411 | STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data | 2015 | SIGMOD |
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