History is a mirror to the future: Best-effort approximate complex event matching with insufficient resources
Summary: Proposes best-effort ACEP under resource constraints; learns from past runs to online-prioritize processing, maximizing full matches. Uses reinforcement-learning to update history with low overhead, improving full-match fractions in resource-limited CEP. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zheng Li (Oracle)
- 2. Tingjian Ge (University of Massachusetts, Lowell)
BibTeX Citation
@article{li_vldb17,
title = {{History is a mirror to the future: Best-effort approximate complex event matching with insufficient resources}},
author = {Li, Zheng and Ge, Tingjian},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {4},
doi = {10.14778/3025111.3025121},
url = {https://doi.org/10.14778/3025111.3025121},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,824 | DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing | 2022 | SIGMOD | 5.3623113e-05 |
| 10,628 | Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns | 2026 | VLDB | 5.093636e-05 |
| 11,795 | Data Stream Event Prediction Based on Timing Knowledge and State Transitions | 2020 | VLDB | 5.093636e-05 |
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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 |
|---|---|---|---|---|
| 229 | High-Performance Complex Event Processing over Streams | 2006 | SIGMOD | 0.00023927582 |
| 565 | Efficient Pattern Matching over Event Streams | 2008 | SIGMOD | 0.00016445548 |
| 1,005 | ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events | 2009 | SIGMOD | 0.000126998 |
| 4,641 | High-Performance Complex Event Processing over XML Streams | 2012 | SIGMOD | 6.5913488e-05 |
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