A Table-Based Representation for Probabilistic Logic: Preliminary Results

We present Probabilistic Decision Model and Notation (pDMN), a probabilistic\nextension of Decision Model and Notation (DMN). DMN is a modeling notation for\ndeterministic decision logic, which intends to be user-friendly and low in\ncomplexity. pDMN extends DMN with probabilistic reasoning, predicates,\nfunctions, quantification, and a new hit policy. At the same time, it aims to\nretain DMN's user-friendliness to allow its usage by domain experts without the\nhelp of IT staff. pDMN models can be unambiguously translated into ProbLog\nprograms to answer user queries. ProbLog is a probabilistic extension of Prolog\nflexibly enough to model and reason over any pDMN model.\n

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