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Showing 1 to 2 of 2 for “"First-Order Probabilistic Models"”.
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Lifted First-Order Probabilistic Inference
… division in AI between logical symbolic and probabilistic reasoning approaches. While probabilistic models can deal well with inherent uncertainty in many real-world domains, they operate on a mostly propositional level. Logic systems, on the other hand, can deal with much richer …
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Lifted Inference for Relational Hybrid Models
Probabilistic Graphical Models (PGMs) promise to play a prominent role in many complex real-world systems. Probabilistic Relational Graphical Models (PRGMs) scale the representation and learning of PGMs. Answering questions using PRGMs enables many current and future applications, such as medical …