Publications
- Haopeng Zhang, Yanlei Diao, and Neil Immerman. Recognizing Patterns in Streams with Imprecise Timestamps. In Information Systems. (pdf)
- Haopeng Zhang, Yanlei Diao, and Neil Immerman. Recognizing Patterns in Streams with Imprecise Timestamps.In Proceedings of VLDB 2010. (pdf)
Abstract:Large-scale event systems are becoming increasingly popular in a variety of domains. Event pattern evaluation plays a key role in monitoring applications in these domains. Existing work on pattern evaluation, however, assumes that the occurrence time of each event is known precisely and the events from various sources can be merged into a single stream with a total or partial order. We observe that in real-world applications event occurrence times are often unknown or imprecise. Therefore, we propose a temporal model that assigns a time interval to each event to represent all of its possible occurrence times and revisit pattern evaluation under this model. In particular, we propose the formal semantics of such pattern evaluation, two evaluation frameworks, and algorithms and optimizations in these frameworks. Our evaluation results using both real traces and synthetic systems show that the event-based framework always outperforms the point-based framework and with optimizations, it achieves high efficiency for a wide range of workloads tested. - Jagrati Agrawal, Yanlei Diao, Daniel Gyllstrom, and Neil Immerman. Efficient Pattern Matching over Event Streams. In Proceedings of SIGMOD 2008. (pdf) (longer version)
- Daniel Gyllstrom, Jagrati Agrawal, Yanlei Diao, and Neil Immerman. On Supporting Kleene Closure over Event Streams. In Proceedings of ICDE 2008. (pdf)
- Yanlei Diao, Neil Immerman, and Daniel Gyllstrom. SASE+: An Agile Language for Kleene Closure over Event Streams. UMass Technical Report. (pdf)
- Daniel Gyllstrom, Eugene Wu, Hee-Jin Chae, Yanlei Diao, Patrick Stahlberg, and Gordon Anderson. SASE: Complex Event Processing over Streams. In Proceedings of the Third Biennial Conference on Innovative Data Systems Research (CIDR 2007) , Asilomar, CA, January 2007. Demo proposal. (pdf)
- Eugene Wu, Yanlei Diao, and Shariq Rizvi. High-Performance Complex Event Processing over Streams. In Proceedings of SIGMOD2006, June 2006. (pdf) (ppt)
Last updated: 04/24/13 13:38:31
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