DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing

Summary: DLACEP fuses deep learning with CEP to prune candidate event sets and approximate pattern matches in streams. Empirical results show throughput gains up to 1,000× with minor loss in matches, enabling a scalable DL-CEP framework for pattern detection. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6511
Venue: SIGMOD
Year: 2022
Pagerank: 5.3623113e-05
Overall Rank: 8,824 | 39.46%
DOI: 10.1145/3514221.3526136

Incoming Non-self Citations Over Time

Authors

1. Adar Amir (Technion)
2. Ilya Kolchinsky (Technion)
3. Assaf Schuster (Technion)

BibTeX Citation

@inproceedings{amir_sigmod22,
        title = {{DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing}},
        author = {Amir, Adar and Kolchinsky, Ilya and Schuster, Assaf},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526136},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526136},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,779	SuSe: Summary Selection for Regular Expression Subsequence Aggregation over Streams	2025	SIGMOD	5.093636e-05
10,795	Scalable Complex Event Processing on Video Streams	2025	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 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
424	Flexible Time Management in Data Stream Systems	2004	PODS	0.0001870735
565	Efficient Pattern Matching over Event Streams	2008	SIGMOD	0.00016445548
899	Consistent Streaming Through Time: A Vision for Event Stream Processing	2007	CIDR	0.00013337792
1,005	ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events	2009	SIGMOD	0.000126998
1,223	Out-of-Order Processing: A New Architecture for High-Performance Stream Systems	2008	VLDB	0.00011602265
1,547	On Complexity and Optimization of Expensive Queries in Complex Event Processing	2014	SIGMOD	0.00010394989
2,314	SASE: Complex Event Processing over Streams	2007	CIDR	8.7619735e-05
3,946	Real-Time Multi-Pattern Detection over Event Streams	2019	SIGMOD	7.0046969e-05
4,588	Join Query Optimization Techniques for Complex Event Processing Applications	2018	VLDB	6.6167545e-05
6,204	Complete Event Trend Detection in High-Rate Event Streams	2017	SIGMOD	5.9444229e-05
7,103	Efficient Adaptive Detection of Complex Event Patterns	2018	VLDB	5.7023779e-05
8,337	History is a mirror to the future: Best-effort approximate complex event matching with insufficient resources	2017	VLDB	5.4511087e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	8,754	Active Complex Event Processing: Applications in Real-Time Health Care	2010	VLDB
2	11,042	NeuroFlinkCEP: Neurosymbolic Complex Event Recognition Optimized across IoT Platforms	2025	VLDB
3	6,062	DARLING: Data-Aware Load Shedding in Complex Event Processing Systems	2022	VLDB
4	1,547	On Complexity and Optimization of Expensive Queries in Complex Event Processing	2014	SIGMOD
5	4,588	Join Query Optimization Techniques for Complex Event Processing Applications	2018	VLDB
6	6,560	IL-Miner: Instance-Level Discovery of Complex Event Patterns	2017	VLDB
7	3,946	Real-Time Multi-Pattern Detection over Event Streams	2019	SIGMOD
8	9,764	Complex Event Analytics: Online Aggregation of Stream Sequence Patterns	2014	SIGMOD
9	8,337	History is a mirror to the future: Best-effort approximate complex event matching with insufficient resources	2017	VLDB
10	7,103	Efficient Adaptive Detection of Complex Event Patterns	2018	VLDB