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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
h85a4a1326640cd5e
Venue
SIGMOD
Year
2016
Pagerank
7.322416e-05
Overall Rank
3,410 | 77.09%
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
4,024 Real-Time Multi-Pattern Detection over Event Streams 2019 SIGMOD 6.8444194e-05
4,623 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 6.4957114e-05
5,226 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 6.2184852e-05
5,454 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.1225019e-05
6,194 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.8534955e-05
6,335 Complete Event Trend Detection in High-Rate Event Streams 2017 SIGMOD 5.8089072e-05
6,677 Index-Accelerated Pattern Matching in Event Stores 2021 SIGMOD 5.7105065e-05
6,884 Gloria: Graph-based Sharing Optimizer for Event Trend Aggregation 2022 SIGMOD 5.6548869e-05
7,724 CORE: a Complex Event Recognition Engine 2022 VLDB 5.4657408e-05
8,753 A-Tree: A Dynamic Data Structure for Efficiently Indexing Arbitrary Boolean Expressions 2021 SIGMOD 5.2854393e-05
8,875 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 5.2592262e-05
8,907 HYPERSONIC: A Hybrid Parallelization Approach for Scalable Complex Event Processing 2022 SIGMOD 5.2534908e-05
9,428 EIRES: Efficient Integration of Remote Data in Event Stream Processing 2021 SIGMOD 5.1778854e-05
9,744 MuSE Graphs for Flexible Distribution of Event Stream Processing in Networks 2021 SIGMOD 5.1325223e-05
9,814 INEv: In-Network Evaluation for Event Stream Processing 2023 SIGMOD 5.1233734e-05
11,083 Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns 2026 VLDB 4.9769913e-05
11,522 DecoPa: Query Decomposition for Parallel Complex Event Processing 2024 SIGMOD 4.9769913e-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 0.00053906051
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032445088
125 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00030462671
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030395767
200 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025444144
241 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00023408695
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018894165
580 Efficient Pattern Matching over Event Streams 2008 SIGMOD 0.0001607809
669 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014975391
755 Cayuga: A General Purpose Event Monitoring System 2007 CIDR 0.00014226048
923 Materialized View Selection and Maintenance Using Multi-Query Optimization 2001 SIGMOD 0.00013059066
957 Materialized View Selection for Multidimensional Datasets 1998 VLDB 0.00012855863
1,029 ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events 2009 SIGMOD 0.00012411098
1,551 Multiple Query Processing in Deductive Databases using Query Graphs 1986 VLDB 0.00010276518
1,845 Towards a One Size Fits All Database Architecture 2011 CIDR 9.5158088e-05
2,570 Plan-based Complex Event Detection across Distributed Sources 2008 VLDB 8.2811841e-05
3,371 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 7.3659127e-05
4,057 The Case for Precision Sharing 2004 VLDB 6.8230987e-05
4,517 Massively Multi-Query Join Processing in Publish/Subscribe Systems 2007 SIGMOD 6.5617068e-05
5,063 Active Complex Event Processing over Event Streams 2011 VLDB 6.2887376e-05
5,900 Crescando 2010 SIGMOD 5.9519287e-05
6,060 Rewriting Nested XML Queries Using Nested Views 2006 SIGMOD 5.8973683e-05
6,659 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 5.7166466e-05
6,709 E-Cube: Multi-Dimensional Event Sequence Analysis Using Hierarchical Pattern Query Sharing 2011 SIGMOD 5.702416e-05
9,949 Complex Event Analytics: Online Aggregation of Stream Sequence Patterns 2014 SIGMOD 5.1037398e-05
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