Scalable Time Series Compound Infrastructure
Summary: Time Series Compound objects (TSC) with similarity semantics and compact, misalignment-resistant representations for interrelated series. Sloth, a TSC-aware index/storage, yields up to 10x faster TB-scale queries and ~70% higher mAP for approximate kNN. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Noura S. Alghamdi (Worcester Polytechnic Institute)
- 2. Liang Zhang (Worcester Polytechnic Institute)
- 3. Elke A. Rundensteiner (Worcester Polytechnic Institute)
- 4. Mohamed Y. Eltabakh (Worcester Polytechnic Institute)
BibTeX Citation
@inproceedings{alghamdi_sigmod22,
title = {{Scalable Time Series Compound Infrastructure}},
author = {Alghamdi, Noura S. and Zhang, Liang and Rundensteiner, Elke A. and Eltabakh, Mohamed Y.},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3517888},
url = {https://dl.acm.org/doi/10.1145/3514221.3517888},
year = {2022}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 42 | Fast Subsequence Matching in Time-Series Databases | 1994 | SIGMOD | 0.00045755116 |
| 227 | Robust and Fast Similarity Search for Moving Object Trajectories | 2005 | SIGMOD | 0.00023924262 |
| 648 | HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces | 2018 | VLDB | 0.00015156941 |
| 1,178 | Simba: Efficient In-Memory Spatial Analytics | 2016 | SIGMOD | 0.00011627256 |
| 2,130 | Scalable K-Means++ | 2012 | VLDB | 8.992151e-05 |
| 2,494 | An Efficient and Accurate Method for Evaluating Time Series Similarity | 2007 | SIGMOD | 8.385219e-05 |
| 2,568 | Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science | 2018 | VLDB | 8.2839378e-05 |
| 2,590 | Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series | 2020 | VLDB | 8.2468536e-05 |
| 4,184 | YADING: Fast Clustering of Large-Scale Time Series Data | 2015 | VLDB | 6.7508911e-05 |
| 5,260 | Top-k Nearest Neighbor Search In Uncertain Data Series | 2015 | VLDB | 6.2041665e-05 |
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