Multivariate Correlations Discovery in Static and Streaming Data
Summary: Proposes scalable algorithms to discover strong multivariate correlations among 3–5 vectors in static and streaming data. Leverages novel theory, supports two correlation measures with constraints, and achieves order-of-magnitude efficiency gains over prior work. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,335 | Scalable Grid-based Computation of Kendall’s tau Correlation | 2026 | VLDB | 5.1725247e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5 | Optimal Aggregation Algorithms for Middleware [Extended Abstract] | 2001 | PODS | 0.0010926229 |
| 655 | StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time | 2002 | VLDB | 0.00015390657 |
| 994 | Bayesian Locality Sensitive Hashing for Fast Similarity Search | 2012 | VLDB | 0.00012847308 |
| 1,759 | Fast Approximate Correlation for Massive Time-series Data | 2010 | SIGMOD | 9.9011263e-05 |
| 2,207 | Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations | 2019 | SIGMOD | 9.0191421e-05 |
| 8,299 | Mining Non-Redundant High Order Correlations in Binary Data | 2008 | VLDB | 5.5119716e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13,264 | Scalable Community Detection via Parallel Correlation Clustering | 2021 | VLDB | - |
| 8,083 | CURLER: Finding and Visualizing Nonlinear Correlation Clusters | 2005 | SIGMOD | 5.549811e-05 |
| 541 | On Computing Correlated Aggregates Over Continual Data Streams | 2001 | SIGMOD | 0.00016888064 |
| 1,257 | Fusing Data with Correlations | 2014 | SIGMOD | 0.00011543418 |
| 8,299 | Mining Non-Redundant High Order Correlations in Binary Data | 2008 | VLDB | 5.5119716e-05 |
| 655 | StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time | 2002 | VLDB | 0.00015390657 |
| 2,135 | Multi-Dimensional Regression Analysis of Time-Series Data Streams | 2002 | VLDB | 9.1796931e-05 |
| 1,759 | Fast Approximate Correlation for Massive Time-series Data | 2010 | SIGMOD | 9.9011263e-05 |
| 11,217 | Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation | 2023 | SIGMOD | 5.1725247e-05 |
| 4,888 | Computing Clusters of Correlation Connected Objects | 2004 | SIGMOD | 6.525005e-05 |