A Table-Based Representation for Probabilistic Logic: Preliminary
  Results
  We present Probabilistic Decision Model and Notation (pDMN), a probabilistic
extension of Decision Model and Notation (DMN). DMN is a modeling notation for
deterministic decision logic, which intends to be user-friendly and low in
complexity. pDMN extends DMN with probabilistic reasoning, predicates,
functions, quantification, and a new hit policy. At the same time, it aims to
retain DMN's user-friendliness to allow its usage by domain experts without the
help of IT staff. pDMN models can be unambiguously translated into ProbLog
programs to answer user queries. ProbLog is a probabilistic extension of Prolog
flexibly enough to model and reason over any pDMN model.
