Scalable Probabilistic Databases with Factor Graphs and MCMC

Michael Wick, Andrew McCallum, Gerome Miklau

Probabilistic databases play a crucial role in the management and understanding of uncertain data. However, incorporating probabilities into the semantics of incomplete databases h…