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
Authors
- 1. Rainer Gemulla (Technical University of Dresden)
- 2. Wolfgang Lehner (Technical University of Dresden)
BibTeX Citation
@inproceedings{gemulla_sigmod08,
title = {{Sampling Time-Based Sliding Windows in Bounded Space}},
author = {Gemulla, Rainer and Lehner, Wolfgang},
series = {{SIGMOD} '08},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1376616.1376657},
url = {https://dl.acm.org/doi/10.1145/1376616.1376657},
year = {2008}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,230 | Optimal Sampling From Distributed Streams | 2010 | PODS | 8.7889857e-05 |
| 2,633 | Optimal Sampling from Sliding Windows | 2009 | PODS | 8.1798806e-05 |
| 2,680 | Sliding Window-based Approximate Triangle Counting over Streaming Graphs with Duplicate Edges | 2021 | SIGMOD | 8.1227558e-05 |
| 5,222 | Weighted Reservoir Sampling from Distributed Streams | 2019 | PODS | 6.2110605e-05 |
| 6,855 | Matrix Sketching Over Sliding Windows | 2016 | SIGMOD | 5.6470368e-05 |
| 9,945 | External Memory Stream Sampling | 2015 | PODS | 5.0913936e-05 |
| 10,372 | Adaptive threshold sampling | 2022 | SIGMOD | 5.0005386e-05 |
| 11,317 | GREAT: Generalized Reservoir Sampling based Triangle Counting Estimation over Streaming Graphs | 2025 | VLDB | 4.9605343e-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 |
|---|---|---|---|---|
| 242 | Fast Incremental Maintenance of Approximate Histograms | 1997 | VLDB | 0.00023327437 |
| 277 | Optimal Histograms with Quality Guarantees | 1998 | VLDB | 0.0002235043 |
| 296 | Towards Estimation Error Guarantees for Distinct Values | 2000 | PODS | 0.00021874894 |
| 711 | On Synopses for Distinct-Value Estimation Under Multiset Operations | 2007 | SIGMOD | 0.00014589586 |
| 4,330 | On Biased Reservoir Sampling in the Presence of Stream Evolution | 2006 | VLDB | 6.6454689e-05 |
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