Sampling Time-Based Sliding Windows in Bounded Space
Summary: Sampling time-based sliding windows in bounded space; uniform sampling can't guarantee a minimum sample size, so bounded priority sampling (BPS) bounds space and adapts to data rate, with a lower bound on expected size. Stratified sampling via merge-based stratification (MBS) keeps strata roughly equal for even window coverage; feasibility study on large real-world data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,068 | Optimal Sampling From Distributed Streams | 2010 | PODS | 9.638573e-05 |
| 2,807 | Optimal Sampling from Sliding Windows | 2009 | PODS | 8.096649e-05 |
| 3,067 | Sliding Window-based Approximate Triangle Counting over Streaming Graphs with Duplicate Edges | 2021 | SIGMOD | 7.6247945e-05 |
| 4,716 | Weighted Reservoir Sampling from Distributed Streams | 2019 | PODS | 5.9692227e-05 |
| 6,775 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 4.9252038e-05 |
| 9,632 | External Memory Stream Sampling | 2015 | PODS | 4.3093476e-05 |
| 9,961 | Adaptive threshold sampling | 2022 | SIGMOD | 4.2254157e-05 |
| 10,594 | GREAT: Generalized Reservoir Sampling based Triangle Counting Estimation over Streaming Graphs | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 270 | Fast Incremental Maintenance of Approximate Histograms | 1997 | VLDB | 0.00029648047 |
| 326 | Optimal Histograms with Quality Guarantees | 1998 | VLDB | 0.0002737538 |
| 380 | Towards Estimation Error Guarantees for Distinct Values | 2000 | PODS | 0.00024943236 |
| 737 | On Synopses for Distinct-Value Estimation Under Multiset Operations | 2007 | SIGMOD | 0.00017377393 |
| 4,347 | On Biased Reservoir Sampling in the Presence of Stream Evolution | 2006 | VLDB | 6.2588401e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,116 | Space-Efficient Estimation of Statistics over Sub-Sampled Streams | 2012 | PODS | 4.1905499e-05 |
| 446 | Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets | 1999 | SIGMOD | 0.00023002059 |
| 4,328 | Sliding-Window Top-k Queries on Uncertain Streams | 2008 | VLDB | 6.2765138e-05 |
| 2,207 | Independent Range Sampling | 2014 | PODS | 9.2896559e-05 |
| 5,119 | Sampling Algorithms in a Stream Operator | 2005 | SIGMOD | 5.6774637e-05 |
| 846 | Approximate Counts and Quantiles over Sliding Windows | 2004 | PODS | 0.00015949293 |
| 2,068 | Optimal Sampling From Distributed Streams | 2010 | PODS | 9.638573e-05 |
| 6,758 | Better Sliding Window Algorithms to Maximize Subadditive and Diversity Objectives | 2019 | PODS | 4.9335749e-05 |
| 4,347 | On Biased Reservoir Sampling in the Presence of Stream Evolution | 2006 | VLDB | 6.2588401e-05 |
| 2,807 | Optimal Sampling from Sliding Windows | 2009 | PODS | 8.096649e-05 |