TY - GEN
T1 - Constraint-aware complex event pattern detection over streams
AU - Li, Ming
AU - Mani, Murali
AU - Rundensteiner, Elke A.
AU - Lin, Tao
N1 - Funding Information:
This work has been partially supported by NSF under Grant No. NSF IIS-0414567.
PY - 2010
Y1 - 2010
N2 - In this paper, we propose a framework for constraint-aware pattern detection over event streams. Given the constraint of the input streams, our proposed framework on the fly checks the query satisfiability / unsatisfiability using a lightweight reasoning mechanism. Based on the constraint specified in the input stream, we are able to adjust the processing strategy dynamically, by producing early feedbacks, releasing unnecessary system resources and terminating corresponding pattern monitor, thus effectively decreasing the resource consumption and expediting the system response on certain situations. Our experimental study illustrates the significant performance improvement achieved by the constraint-aware pattern detection framework with little overhead.
AB - In this paper, we propose a framework for constraint-aware pattern detection over event streams. Given the constraint of the input streams, our proposed framework on the fly checks the query satisfiability / unsatisfiability using a lightweight reasoning mechanism. Based on the constraint specified in the input stream, we are able to adjust the processing strategy dynamically, by producing early feedbacks, releasing unnecessary system resources and terminating corresponding pattern monitor, thus effectively decreasing the resource consumption and expediting the system response on certain situations. Our experimental study illustrates the significant performance improvement achieved by the constraint-aware pattern detection framework with little overhead.
UR - http://www.scopus.com/inward/record.url?scp=78650447473&partnerID=8YFLogxK
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U2 - 10.1007/978-3-642-12098-5_16
DO - 10.1007/978-3-642-12098-5_16
M3 - Conference contribution
AN - SCOPUS:78650447473
SN - 3642120970
SN - 9783642120978
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 199
EP - 215
BT - Database Systems for Advanced Applications - 15th International Conference, DASFAA 2010, Proceedings
T2 - 15th International Conference on Database Systems for Advanced Applications, DASFAA 2010
Y2 - 1 April 2010 through 4 April 2010
ER -