TD-Join: Leveraging Temporal Dependencies in Time Series Joins
Summary: TD-Join extends MP-based subsequence joins with Allen's Interval Algebra to capture temporal relations (before, overlaps, meets, equal) between matching subsequences. It enables efficient discovery, querying, and interpretation of temporal dependencies, yielding semantic meaning beyond numerical similarity. (summarized by gpt-5-nano on Feb 09 2026)
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| Rank | Cited Paper | Year | Venue | Pagerank |
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| 2,029 | SAND: Streaming Subsequence Anomaly Detection | 2021 | VLDB | 9.740868e-05 |
| 5,999 | Time Series Data Mining: A Unifying View | 2023 | VLDB | 5.2415551e-05 |
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