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Probabilistic Programming — Probabilistic Graphs
Graph structures are commonly used to represent knowledge across various domains and problems. It shouldn't be surprising that they are also present in many probabilistic models. In this class we will introduce probabilistic graphs — weighted graphs with weights representing probabilities. Next, there will be very short introduction to decision theory in Problog. Finally we will try to escape from zombies which clearly shows usefulness of this class.
Probabilistic Graphs
Probabilistic graph looks like a normal weighted graph with weights being real numbers from range <0,1>, like in the graph below:
