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In this paper, we address the problem of extending a relational database system to facilitate efficient real-time application of dynamic probabilistic models to streaming data. We use the recently proposed abstraction of model-based views for this purpose, by allowing users to declaratively specify the model to be applied, and by presenting the output of the models to the user as a probabilistic database view. We support declarative querying over such views using an extended version of SQL thatdoi:10.1109/icde.2008.4497525 dblp:conf/icde/KanagalD08 fatcat:rolsuoxpdreldfcqhn6lj626vm