pDMN-solver

Description:

The pDMN solver is an execution engine for the pDMN notation, based on a the well-known probablistic tool ProbLog. pDMN is an extension of the Decision Model and Notation standard, a modelling standard for (straightforward) decision logic that aims to be user-friendly, and easily readable. We extended this notation by adding probabilistic concepts, such as the probability table, while staying true to its original goal of user-friendliness. 

More Information:

• Grand Challenge/Workpackage(s): GC1 - WP2
• Responsible Research Lead: Joost Vennekens
• Authors: Simon Vandevelde, Victor Verreet
• Programming Language: Python
• Link to the repository
• Categories: Probabilistic Programming

Publications:

• Vandevelde, S., Verreet, V., De Raedt, L., & Vennekens, J. (2021). A Table-Based Representation for Probabilistic Logic: Preliminary Results. Proceedings of StarAI 2021