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.
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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 | 0.0012089097 |
| 22 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00056028465 |
| 26 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00051942573 |
| 219 | MillWheel: Fault-Tolerant Stream Processing at Internet Scale | 2013 | VLDB | 0.0002429959 |
| 233 | Storm @Twitter | 2014 | SIGMOD | 0.00023754096 |
| 444 | Differential dataflow | 2013 | CIDR | 0.0001815754 |
| 446 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00018135272 |
| 514 | TelegraphCQ: Continuous Dataflow Processing | 2003 | SIGMOD | 0.00017005839 |
| 555 | Fast Incremental and Personalized PageRank | 2011 | VLDB | 0.00016476141 |
| 1,418 | Estimating PageRank on Graph Streams | 2008 | PODS | 0.00010705931 |
| 4,120 | On-the-fly Progress Detection in Iterative Stream Queries | 2009 | VLDB | 6.783316e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 607 | Twitter Heron: Stream Processing at Scale | 2015 | SIGMOD |
| 2 | 9,428 | GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations | 2015 | VLDB |
| 3 | 1,960 | Fast Iterative Graph Computation with Block Updates | 2013 | VLDB |
| 4 | 7,792 | Squall: Scalable Real-time Analytics | 2016 | VLDB |
| 5 | 12,283 | DataStorm-FE: A Data- and Decision-Flow and Coordination Engine for Coupled Simulation Ensembles | 2018 | VLDB |
| 6 | 12,577 | Iterative Parallel Data Processing with Stratosphere: An Inside Look | 2013 | SIGMOD |
| 7 | 12,454 | STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data | 2015 | SIGMOD |
| 8 | 233 | Storm @Twitter | 2014 | SIGMOD |
| 9 | 2,240 | Spinning Fast Iterative Data Flows | 2012 | VLDB |
| 10 | 7,951 | Tornado: A Distributed Spatio-Textual Stream Processing System | 2015 | VLDB |