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 |
|---|---|---|---|---|
| 481 | Mining Database Structure; Or, How to Build a Data Quality Browser | 2002 | SIGMOD | 0.000221538 |
| 4,828 | Managing Massive Time Series Streams with Multi-Scale Compressed Trickles | 2009 | VLDB | 5.8890363e-05 |
| 5,061 | Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search | 2002 | SIGMOD | 5.717245e-05 |
| 6,775 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 4.9252038e-05 |
| 7,255 | Randomized Algorithms Accelerated over CPU-GPU for Ultra-High Dimensional Similarity Search | 2018 | SIGMOD | 4.7821026e-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 |
|---|---|---|---|---|
| 426 | Latent Semantic Indexing: A Probabilistic Analysis | 1998 | PODS | 0.0002350479 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 46 | Simple Random Sampling from Relational Databases | 1986 | VLDB | 0.00071588702 |
| 34 | Similarity Search in High Dimensions via Hashing | 1999 | VLDB | 0.00076824554 |
| 6,506 | Fast Range-Summable Random Variables for Efficient Aggregate Estimation | 2006 | SIGMOD | 5.0276813e-05 |
| 1,802 | Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces | 2000 | VLDB | 0.0001048177 |
| 2,099 | What is the nearest neighbor in high dimensional spaces? | 2000 | VLDB | 9.5429949e-05 |
| 290 | Linear Clustering of Objects with Multiple Attributes | 1990 | SIGMOD | 0.00028845557 |
| 1,596 | Fast Algorithms for Projected Clustering | 1999 | SIGMOD | 0.00011210688 |
| 12,695 | Uniform Generation in Spatial Constraint Databases and Applications | 2000 | PODS | 4.1905499e-05 |
| 2,023 | Finding Generalized Projected Clusters in High Dimensional Spaces | 2000 | SIGMOD | 9.7586371e-05 |
| 710 | Efficient Similarity Search and Classification via Rank Aggregation | 2003 | SIGMOD | 0.00017727016 |