Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees
Summary: Fast, scalable top-k time-series motif mining with probabilistic guarantees via LSH and self-tuning. Correctness proofs and cost bounds; optimizations prune distance computations; CPU-scale experiments show billion-point data processed with speedups. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,999 | Time Series Data Mining: A Unifying View | 2023 | VLDB | 5.2415551e-05 |
| 8,985 | TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications | 2023 | VLDB | 4.4156106e-05 |
| 10,599 | Time Series Motif Discovery: A Comprehensive Evaluation | 2025 | VLDB | 4.1945683e-05 |
| 10,678 | MOMENTI: Scalable Motif Mining in Multidimensional Time Series | 2025 | VLDB | 4.1945683e-05 |
| 11,039 | Efficient Discovery of Significant Patterns with Few-Shot Resampling | 2024 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 997 | Similarity-Based Queries for Time Series Data | 1997 | SIGMOD | 0.00014739219 |
| 1,786 | Fast Approximate Correlation for Massive Time-series Data | 2010 | SIGMOD | 0.00010558719 |
| 2,260 | VALMOD: A Suite for Easy and Exact Detection of Variable Length Motifs in Data Series | 2018 | SIGMOD | 9.1660405e-05 |
| 2,641 | Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science | 2018 | VLDB | 8.3905374e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,306 | Online Windowed Subsequence Matching over Probabilistic Sequences | 2012 | SIGMOD | 4.5435639e-05 |
| 3,338 | Fast Time-Series Searching with Scaling and Shifting | 1999 | PODS | 7.2040692e-05 |
| 6,687 | Motiflets - Simple and Accurate Detection of Motifs in Time Series | 2023 | VLDB | 4.9623586e-05 |
| 12,276 | Parsimonious Linear Fingerprinting for Time Series | 2010 | VLDB | 4.1945683e-05 |
| 8,117 | Efficient Discovery of Sequence Outlier Patterns | 2019 | VLDB | 4.5814937e-05 |
| 10,884 | Representative Time Series Discovery for Data Exploration | 2025 | VLDB | 4.1945683e-05 |
| 10,599 | Time Series Motif Discovery: A Comprehensive Evaluation | 2025 | VLDB | 4.1945683e-05 |
| 4,947 | Efficient Temporal Pattern Mining in Big Time Series Using Mutual Information | 2022 | VLDB | 5.8123636e-05 |
| 5,665 | Rare Time Series Motif Discovery from Unbounded Streams | 2015 | VLDB | 5.3821303e-05 |
| 10,678 | MOMENTI: Scalable Motif Mining in Multidimensional Time Series | 2025 | VLDB | 4.1945683e-05 |