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 |
|---|---|---|---|---|
| 2,080 | Optimal Sampling From Distributed Streams | 2010 | PODS | 9.5899129e-05 |
| 2,789 | Optimal Sampling from Sliding Windows | 2009 | PODS | 8.1249652e-05 |
| 3,063 | Sliding Window-based Approximate Triangle Counting over Streaming Graphs with Duplicate Edges | 2021 | SIGMOD | 7.6321424e-05 |
| 4,718 | Weighted Reservoir Sampling from Distributed Streams | 2019 | PODS | 5.9749691e-05 |
| 6,774 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 4.9299348e-05 |
| 9,632 | External Memory Stream Sampling | 2015 | PODS | 4.313481e-05 |
| 9,962 | Adaptive threshold sampling | 2022 | SIGMOD | 4.2294678e-05 |
| 10,586 | GREAT: Generalized Reservoir Sampling based Triangle Counting Estimation over Streaming Graphs | 2025 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 269 | Fast Incremental Maintenance of Approximate Histograms | 1997 | VLDB | 0.00029656549 |
| 326 | Optimal Histograms with Quality Guarantees | 1998 | VLDB | 0.00027358981 |
| 378 | Towards Estimation Error Guarantees for Distinct Values | 2000 | PODS | 0.0002497492 |
| 727 | On Synopses for Distinct-Value Estimation Under Multiset Operations | 2007 | SIGMOD | 0.00017508726 |
| 4,350 | On Biased Reservoir Sampling in the Presence of Stream Evolution | 2006 | VLDB | 6.2645054e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 443 | Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets | 1999 | SIGMOD | 0.00022996573 |
| 12,108 | Space-Efficient Estimation of Statistics over Sub-Sampled Streams | 2012 | PODS | 4.1945683e-05 |
| 4,080 | Sliding-Window Top-k Queries on Uncertain Streams | 2008 | VLDB | 6.4652983e-05 |
| 2,203 | Independent Range Sampling | 2014 | PODS | 9.2981095e-05 |
| 5,117 | Sampling Algorithms in a Stream Operator | 2005 | SIGMOD | 5.6825418e-05 |
| 848 | Approximate Counts and Quantiles over Sliding Windows | 2004 | PODS | 0.0001597308 |
| 2,080 | Optimal Sampling From Distributed Streams | 2010 | PODS | 9.5899129e-05 |
| 6,755 | Better Sliding Window Algorithms to Maximize Subadditive and Diversity Objectives | 2019 | PODS | 4.9383139e-05 |
| 4,350 | On Biased Reservoir Sampling in the Presence of Stream Evolution | 2006 | VLDB | 6.2645054e-05 |
| 2,789 | Optimal Sampling from Sliding Windows | 2009 | PODS | 8.1249652e-05 |