Database-friendly Random Projections
Summary: Replaces classic JL random hyperplane projection with a DB-friendly construction computing k simple aggregates over random attribute partitions. Preserves JL dimensionality guarantees (k = O(log n)) while enabling implementation via standard relational/aggregation operators. (summarized by gpt-5-mini 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 |
|---|---|---|---|---|
| 475 | Mining Database Structure; Or, How to Build a Data Quality Browser | 2002 | SIGMOD | 0.00022303253 |
| 4,824 | Managing Massive Time Series Streams with Multi-Scale Compressed Trickles | 2009 | VLDB | 5.8947137e-05 |
| 5,065 | Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search | 2002 | SIGMOD | 5.7247716e-05 |
| 6,774 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 4.9299348e-05 |
| 7,301 | Randomized Algorithms Accelerated over CPU-GPU for Ultra-High Dimensional Similarity Search | 2018 | SIGMOD | 4.768971e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 428 | Latent Semantic Indexing: A Probabilistic Analysis | 1998 | PODS | 0.00023512226 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 46 | Simple Random Sampling from Relational Databases | 1986 | VLDB | 0.00070894702 |
| 34 | Similarity Search in High Dimensions via Hashing | 1999 | VLDB | 0.00076637636 |
| 6,511 | Fast Range-Summable Random Variables for Efficient Aggregate Estimation | 2006 | SIGMOD | 5.032518e-05 |
| 1,806 | Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces | 2000 | VLDB | 0.00010490769 |
| 2,107 | What is the nearest neighbor in high dimensional spaces? | 2000 | VLDB | 9.5330494e-05 |
| 290 | Linear Clustering of Objects with Multiple Attributes | 1990 | SIGMOD | 0.00028919734 |
| 1,595 | Fast Algorithms for Projected Clustering | 1999 | SIGMOD | 0.00011222442 |
| 12,686 | Uniform Generation in Spatial Constraint Databases and Applications | 2000 | PODS | 4.1945683e-05 |
| 2,019 | Finding Generalized Projected Clusters in High Dimensional Spaces | 2000 | SIGMOD | 9.7707059e-05 |
| 709 | Efficient Similarity Search and Classification via Rank Aggregation | 2003 | SIGMOD | 0.00017768547 |