Enhancing Accuracy for Super Spreader Identification in High-Speed Data Streams
Summary: A sketch for high-speed super-spreader detection combines duplicate-free sampling with counter-based spread estimation, avoiding per-flow memory costs. Exponential weakening emphasizes large flows, improving accuracy while reducing recovery time and remote-restoration bandwidth by 10×. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Haibo Wang (University of Kentucky)
BibTeX Citation
@article{wang_vldb24,
title = {{Enhancing Accuracy for Super Spreader Identification in High-Speed Data Streams}},
author = {Wang, Haibo},
journal = {PVLDB},
series = {{VLDB} '24},
volume = {17},
number = {11},
pages = {3124--3137},
doi = {10.14778/3681954.3681988},
url = {https://doi.org/10.14778/3681954.3681988},
year = {2024}
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 49 | Dremel: Interactive Analysis of Web-Scale Datasets | 2010 | VLDB | 0.00043160717 |
| 124 | Approximate Frequency Counts over Data Streams | 2002 | VLDB | 0.00030600691 |
| 1,210 | Processing a Trillion Cells per Mouse Click | 2012 | VLDB | 0.00011527605 |
| 1,319 | Augmented Sketch: Faster and More Accurate Stream Processing | 2016 | SIGMOD | 0.00011045888 |
| 1,970 | Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing | 2018 | SIGMOD | 9.2902522e-05 |
| 2,593 | Web Caching for Database Applications with Oracle Web Cache | 2002 | SIGMOD | 8.243812e-05 |
| 5,516 | Randomized Error Removal for Online Spread Estimation in Data Streaming | 2021 | VLDB | 6.0970248e-05 |
| 5,972 | QRelX: Generating Meaningful Queries that Provide Cardinality Assurance | 2010 | SIGMOD | 5.9311519e-05 |
| 8,585 | Single Update Sketch with Variable Counter Structure | 2023 | VLDB | 5.3086279e-05 |
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