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Scalable Pattern Sharing on Event Streams

Summary: SPASS optimizes CEP workloads by spotting time-based pattern sharing, yielding a polynomial-time plan with optimality bound. Runtime uses stream transactions for concurrent maintenance and reuse of sub-patterns; achieves 16x speedups vs state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5200
Venue
SIGMOD
Year
2016
Pagerank
7.4932699e-05
Overall Rank
3,352 | 77.01%
DOI
10.1145/2882903.2882947

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ray_sigmod16,
        title = {{Scalable Pattern Sharing on Event Streams}},
        author = {Ray, Medhabi and Lei, Chuan and Rundensteiner, Elke A.},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2882947},
        url = {https://dl.acm.org/doi/10.1145/2882903.2882947},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
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
5,101 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 6.3642265e-05
5,321 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.2659937e-05
6,062 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.9906826e-05
6,204 Complete Event Trend Detection in High-Rate Event Streams 2017 SIGMOD 5.9444229e-05
6,549 Index-Accelerated Pattern Matching in Event Stores 2021 SIGMOD 5.8442558e-05
6,738 Gloria: Graph-based Sharing Optimizer for Event Trend Aggregation 2022 SIGMOD 5.7874192e-05
7,574 CORE: a Complex Event Recognition Engine 2022 VLDB 5.5938402e-05
8,577 A-Tree: A Dynamic Data Structure for Efficiently Indexing Arbitrary Boolean Expressions 2021 SIGMOD 5.409313e-05
8,717 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 5.3774918e-05
8,736 HYPERSONIC: A Hybrid Parallelization Approach for Scalable Complex Event Processing 2022 SIGMOD 5.3766157e-05
9,246 EIRES: Efficient Integration of Remote Data in Event Stream Processing 2021 SIGMOD 5.2992384e-05
9,564 MuSE Graphs for Flexible Distribution of Event Stream Processing in Networks 2021 SIGMOD 5.2528121e-05
9,628 INEv: In-Network Evaluation for Event Stream Processing 2023 SIGMOD 5.2434488e-05
10,628 Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns 2026 VLDB 5.093636e-05
11,171 DecoPa: Query Decomposition for Parallel Complex Event Processing 2024 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00054667018
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
128 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.0003072825
132 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00030378624
193 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025964286
229 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00023927582
438 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018471721
565 Efficient Pattern Matching over Event Streams 2008 SIGMOD 0.00016445548
670 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00015157572
732 Cayuga: A General Purpose Event Monitoring System 2007 CIDR 0.00014536846
929 Materialized View Selection and Maintenance Using Multi-Query Optimization 2001 SIGMOD 0.00013152103
942 Materialized View Selection for Multidimensional Datasets 1998 VLDB 0.00013076262
1,005 ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events 2009 SIGMOD 0.000126998
1,530 Multiple Query Processing in Deductive Databases using Query Graphs 1986 VLDB 0.00010481428
1,854 Towards a One Size Fits All Database Architecture 2011 CIDR 9.6069414e-05
2,520 Plan-based Complex Event Detection across Distributed Sources 2008 VLDB 8.4741249e-05
3,321 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 7.5216049e-05
3,978 The Case for Precision Sharing 2004 VLDB 6.9771565e-05
4,417 Massively Multi-Query Join Processing in Publish/Subscribe Systems 2007 SIGMOD 6.7148702e-05
4,942 Active Complex Event Processing over Event Streams 2011 VLDB 6.4333059e-05
5,782 Crescando 2010 SIGMOD 6.0901488e-05
5,936 Rewriting Nested XML Queries Using Nested Views 2006 SIGMOD 6.0353909e-05
6,528 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 5.8502273e-05
6,584 E-Cube: Multi-Dimensional Event Sequence Analysis Using Hierarchical Pattern Query Sharing 2011 SIGMOD 5.8354359e-05
9,764 Complex Event Analytics: Online Aggregation of Stream Sequence Patterns 2014 SIGMOD 5.2233526e-05
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