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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)

Paper ID
5203
Venue
SIGMOD
Year
2016
Pagerank
6.5620646e-05
Overall Rank
4,686 | 67.86%
DOI
10.1145/2882903.2882950

Incoming Non-self Citations Over Time

Authors

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 0.0012250108
20 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00056944564
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
220 Storm @Twitter 2014 SIGMOD 0.00024244587
224 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024130894
436 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018504439
455 Differential dataflow 2013 CIDR 0.00018133241
505 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017285498
556 Fast Incremental and Personalized PageRank 2011 VLDB 0.00016564032
1,396 Estimating PageRank on Graph Streams 2008 PODS 0.00010921308
4,189 On-the-fly Progress Detection in Iterative Stream Queries 2009 VLDB 6.8435848e-05
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