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
- 2. Bin Cui
- 3. Yingxia Shao
- 4. Yunhai Tong
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,946 | Heterogeneity-aware Distributed Parameter Servers | 2017 | SIGMOD | 9.9983926e-05 |
| 4,091 | RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s | 2021 | SIGMOD | 6.4529617e-05 |
| 5,857 | Spruce: A Fast yet Space-saving Structure for Dynamic Graph Storage | 2024 | SIGMOD | 5.2970837e-05 |
| 6,834 | Adaptive Asynchronous Parallelization of Graph Algorithms | 2018 | SIGMOD | 4.9072544e-05 |
| 8,459 | D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks | 2024 | VLDB | 4.5008938e-05 |
| 9,486 | Enabling Window-Based Monotonic Graph Analytics with Reusable Transitional Results for Pattern-Consistent Queries | 2024 | VLDB | 4.3300131e-05 |
| 9,604 | GeaFlow: A Graph Extended and Accelerated Dataflow System | 2023 | SIGMOD | 4.3136057e-05 |
| 9,648 | BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers | 2024 | VLDB | 4.3067693e-05 |
| 9,805 | Automating Incremental Graph Processing with Flexible Memoization | 2021 | VLDB | 4.2766788e-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 |
|---|---|---|---|---|
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019040811 |
| 39 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00075263552 |
| 43 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00072660894 |
| 287 | Storm @Twitter | 2014 | SIGMOD | 0.00028917909 |
| 314 | MillWheel: Fault-Tolerant Stream Processing at Internet Scale | 2013 | VLDB | 0.00028059664 |
| 478 | Fast Incremental and Personalized PageRank | 2011 | VLDB | 0.00022183187 |
| 524 | Differential dataflow | 2013 | CIDR | 0.00021093133 |
| 558 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00020158056 |
| 589 | Estimating PageRank on Graph Streams | 2008 | PODS | 0.00019569121 |
| 590 | TelegraphCQ: Continuous Dataflow Processing | 2003 | SIGMOD | 0.00019552343 |
| 3,166 | On-the-fly Progress Detection in Iterative Stream Queries | 2009 | VLDB | 7.4575531e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,070 | GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations | 2015 | VLDB | 4.3982218e-05 |
| 822 | Twitter Heron: Stream Processing at Scale | 2015 | SIGMOD | 0.00016226851 |
| 1,684 | Fast Iterative Graph Computation with Block Updates | 2013 | VLDB | 0.00010912102 |
| 7,578 | Squall: Scalable Real-time Analytics | 2016 | VLDB | 4.702646e-05 |
| 11,736 | DataStorm-FE: A Data- and Decision-Flow and Coordination Engine for Coupled Simulation Ensembles | 2018 | VLDB | 4.1905499e-05 |
| 12,047 | Iterative Parallel Data Processing with Stratosphere: An Inside Look | 2013 | SIGMOD | 4.1905499e-05 |
| 11,921 | STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data | 2015 | SIGMOD | 4.1905499e-05 |
| 287 | Storm @Twitter | 2014 | SIGMOD | 0.00028917909 |
| 2,179 | Spinning Fast Iterative Data Flows | 2012 | VLDB | 9.3632007e-05 |
| 8,018 | Tornado: A Distributed Spatio-Textual Stream Processing System | 2015 | VLDB | 4.6014254e-05 |