Propagation of densities of streaming data within query graphs
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Research issues in outlier detection for data streams
ACM SIGKDD Explorations Newsletter
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Our demonstration introduces a novel system architecture which massively facilitates optimization in data stream management systems (DSMS). The basic idea is to decouple optimization from the operative system by means of a secondary optimization system, which bears the burden of determining new query plans. Within the secondary system, which typically runs on a separate machine, we utilize suitable statistical models of the original data streams to simulate them. As the simulation can run at much faster rates, we are able to examine and assess new query plans in a shorter period of time without running the risk of deteriorating the original plan; we only migrate practically approved plans into the operative system. In our demonstration, we will present our prototypical implementation of this optimization architecture. We will demonstrate the interaction between primary and secondary system as well as the key features of the whole optimization process.