Structure-Aware Sampling: Flexible and Accurate Summarization
Summary: Structure-aware variance-optimal sampling for data summaries that support range queries and arbitrary subset queries. Exploiting hierarchy, order, and product-space structure, it outperforms structure-oblivious sampling for range accuracy while preserving flexible, unbiased summaries and efficient construction. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Edith Cohen
- 2. Graham Cormode
- 3. Nick Duffield
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,669 | CoopStore: Optimizing Precomputed Summaries for Aggregation | 2020 | VLDB | 4.4667395e-05 |
| 11,322 | Truly Perfect Samplers for Data Streams and Sliding Windows | 2022 | PODS | 4.1905499e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 141 | Selectivity Estimation Without the Attribute Value Independence Assumption | 1997 | VLDB | 0.00041819767 |
| 223 | Wavelet-Based Histograms for Selectivity Estimation | 1998 | SIGMOD | 0.00032829841 |
| 995 | Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes | 2000 | SIGMOD | 0.00014745185 |
| 1,240 | Multi-dimensional Selectivity Estimation Using Compressed Histogram Information | 1999 | SIGMOD | 0.00013090678 |
Previous
Page 1 / 1
Next