TSUBASA: Climate Network Construction on Historical and Real-Time Data
Summary: TSUBASA computes exact pairwise Pearson correlations for climate networks over windows using sketches, enabling exact query-time results on historical data. It updates the correlation matrix for streams, with faster sketching than DFT-based methods. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yunlong Xu (University of Rochester)
- 2. Jinshu Liu (University of Rochester)
- 3. Fatemeh Nargesian (University of Rochester)
BibTeX Citation
@inproceedings{xu_sigmod22,
title = {{TSUBASA: Climate Network Construction on Historical and Real-Time Data}},
author = {Xu, Yunlong and Liu, Jinshu and Nargesian, Fatemeh},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3526177},
url = {https://dl.acm.org/doi/10.1145/3514221.3526177},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,736 | Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation | 2023 | SIGMOD | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 679 | StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time | 2002 | VLDB | 0.00014831743 |
| 829 | Similarity-Based Queries for Time Series Data | 1997 | SIGMOD | 0.0001360545 |
| 1,794 | Fast Approximate Correlation for Massive Time-series Data | 2010 | SIGMOD | 9.6198563e-05 |
| 2,398 | Muppet: MapReduce-Style Processing of Fast Data | 2012 | VLDB | 8.5187919e-05 |
| 4,305 | Data Series Progressive Similarity Search with Probabilistic Quality Guarantees | 2020 | SIGMOD | 6.6740088e-05 |
| 4,705 | Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures | 2020 | SIGMOD | 6.4591377e-05 |
| 8,873 | Optimization of Threshold Functions over Streams | 2021 | VLDB | 5.2597749e-05 |
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