We introduce StarfishDB, a query execution engine optimized for relational probabilistic
programming. Our engine adopts the model of Gamma Probabilistic Databases …

In this paper we propose a novel knowledge compilation technique that compiles Bayesian
inference procedures, starting from probabilistic programs expressed in terms of …

Tuple-independent and disjoint-independent probabilistic databases (TI-and DI-PDBs)
represent uncertain data in a factorized form as a product of independent random variables …

Data completeness is becoming a significant roadblock in data quality. Existing research in
this area currently handles the certainty of a query by ignoring the incomplete part and …