ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events
Summary: ZStream uses tree-based query plans instead of NFAs to detect composite events, unifying sequence, conjunction, disjunction, negation, and Kleene closure as join-style operators. A cost model with dynamic programming enables adaptive plan selection and on-the-fly ordering, yielding significant speedups over NFA CEP. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yuan Mei (Massachusetts Institute of Technology)
- 2. Samuel Madden (Massachusetts Institute of Technology)
BibTeX Citation
@inproceedings{mei_sigmod09,
title = {{ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events}},
author = {Mei, Yuan and Madden, Samuel},
series = {{SIGMOD} '09},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1559845.1559867},
url = {https://dl.acm.org/doi/10.1145/1559845.1559867},
year = {2009}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 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 | Access Path Selection in a Relational Database Management System | 1979 | SIGMOD | 0.0023947656 |
| 200 | Continuously Adaptive Continuous Queries over Streams | 2002 | SIGMOD | 0.000254553 |
| 241 | High-Performance Complex Event Processing over Streams | 2006 | SIGMOD | 0.00023419748 |
| 451 | Filtering Algorithms and Implementation for Very Fast Publish/Subscribe Systems | 2001 | SIGMOD | 0.00018025073 |
| 580 | Efficient Pattern Matching over Event Streams | 2008 | SIGMOD | 0.00016085679 |
| 639 | Composite Events for Active Databases: Semantics, Contexts and Detection | 1994 | VLDB | 0.00015297525 |
| 755 | Cayuga: A General Purpose Event Monitoring System | 2007 | CIDR | 0.00014232741 |
| 3,371 | Dynamic Plan Migration for Continuous Queries Over Data Streams | 2004 | SIGMOD | 7.3693585e-05 |
| 3,637 | Ode as an Active Database: Constraints and Triggers | 1991 | VLDB | 7.1462234e-05 |
| 4,483 | Scalable Regular Expression Matching on Data Streams | 2008 | SIGMOD | 6.5801982e-05 |
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