Complex Event Recognition in the Big Data Era
Summary: CER in the Big Data Era surveys challenges and algorithmic toolkits for scalable recognition of complex events from high-volume, high-velocity streams with uncertain data. Emphasizes distributed CER across heterogeneous sources and provides a step-by-step guide with directions for future data-management research. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Nikos Giatrakos (Technical University of Crete)
- 2. Alexander Artikis (National Center for Scientific Research Demokritos; University of Piraeus)
- 3. Antonios Deligiannakis (Technical University of Crete)
- 4. Minos Garofalakis (Athena Research and Innovation Centre; Technical University of Crete)
BibTeX Citation
@article{giatrakos_vldb17,
title = {{Complex Event Recognition in the Big Data Era}},
author = {Giatrakos, Nikos and Artikis, Alexander and Deligiannakis, Antonios and Garofalakis, Minos},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {12},
doi = {10.14778/3137765.3137829},
url = {https://doi.org/10.14778/3137765.3137829},
year = {2017}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,248 | Imminence Monitoring of Critical Events: A Representation Learning Approach | 2021 | SIGMOD | 5.8194416e-05 |
| 6,900 | Insert-Only versus Insert-Delete in Dynamic Query Evaluation | 2024 | PODS | 5.6372471e-05 |
| 7,587 | Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries | 2024 | SIGMOD | 5.4745198e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,034 | ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events | 2009 | SIGMOD | 0.00012370157 |
| 1,586 | On Complexity and Optimization of Expensive Queries in Complex Event Processing | 2014 | SIGMOD | 0.0001012531 |
| 2,577 | Plan-based Complex Event Detection across Distributed Sources | 2008 | VLDB | 8.2538023e-05 |
| 2,658 | A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams | 2006 | SIGMOD | 8.1455298e-05 |
| 2,949 | Cayuga: A High-Performance Event Processing Engine | 2007 | SIGMOD | 7.8084129e-05 |
| 3,834 | Complex Event Detection at Wire Speed with FPGAs | 2010 | VLDB | 6.971628e-05 |
| 3,946 | Operator Placement for In-Network Stream Query Processing | 2005 | PODS | 6.8915706e-05 |
| 12,384 | FERARI: A Prototype for Complex Event Processing over Streaming Multi-cloud Platforms | 2016 | SIGMOD | 4.9605343e-05 |
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|---|---|---|---|---|
| 1 | 9,019 | DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing | 2022 | SIGMOD |
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| 4 | 8,945 | Active Complex Event Processing: Applications in Real-Time Health Care | 2010 | VLDB |
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