Monotone Disjunctive-Normal-Form (MDNF) is a type of logical formula used to generate interpretable explanations for black-box AI models. Its satisfaction guarantees a high model score for a given class, expressing explanations in terms of human-recognizable primitive concepts.
Monotone Disjunctive-Normal-Form (MDNF) is a method for creating understandable explanations for complex AI models, especially deep neural networks. It translates a model's decisions into simple logical rules based on human-friendly concepts, showing why a model made a specific prediction with high accuracy.
MDNF, monotone explanation list
Was this definition helpful?