Scalable Grid-based Computation of Kendall’s tau Correlation
Summary: Grid-partitioned geometric computation of Kendall’s tau, replacing superlinear all-pairs-style processing with cell-level aggregation that enables parallel/distributed execution and avoids full in-memory data. Also an approximate single-pass variant with provable error bounds, accurate on grid statistics. (summarized by gpt-5.4-mini on Apr 12 2026)
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,841 | Correlation Maps: A Compressed Access Method for Exploiting Soft Functional Dependencies | 2009 | VLDB | 8.0396876e-05 |
| 2,868 | Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations | 2019 | SIGMOD | 7.9856878e-05 |
| 3,524 | BRAID: Stream Mining through Group Lag Correlations | 2005 | SIGMOD | 7.0075162e-05 |
| 3,616 | Angle-based Space Partitioning for Efficient Parallel Skyline Computation | 2008 | SIGMOD | 6.9108126e-05 |
| 6,447 | Multivariate Time Series Cleaning under Speed Constraints | 2024 | SIGMOD | 5.0534784e-05 |
| 6,580 | Parallel Computation of Skyline and Reverse Skyline Queries Using MapReduce | 2013 | VLDB | 4.9982968e-05 |
| 7,842 | NOCAP: Near-Optimal Correlation-Aware Partitioning Joins | 2023 | SIGMOD | 4.6336361e-05 |
| 8,751 | Multivariate Correlations Discovery in Static and Streaming Data | 2022 | VLDB | 4.4520434e-05 |
| 9,052 | RawVis: A System for Efficient In-situ Visual Analytics | 2021 | SIGMOD | 4.3997447e-05 |
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