Unification of Linear Programming with a Rule-Based System by the Post-Model Analysis Approach

Published Online:https://doi.org/10.1287/mnsc.41.5.835

We attempt to unify a linear programming model with a rule-based system via overlapped decision variables. Since a rule base can be regarded as an acyclic AND/OR digraph, the unified model is virtually a multiobjective decision making problem that considers both numeric and symbolic objectives and decision variables. To solve this problem, the Post-model Analysis approach is adopted. An essential feature of the Post-model Analysis is that it supports nondominated tradeoffs among the numeric and symbolic objectives. So, this paper proposes a set of methods for computing the nondominated solutions. A prototype, UNIK-PMA that realizes the idea is developed as a subsystem of the UNIK (UNIfied Knowledge) system.

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