3 | Geraldin Nanfack

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An Experimental Investigation into the Evaluation of Explainability Methods
EXplainable Artificial Intelligence (XAI) aims at helping users to grasp the reasoning behind the predictions of an Artificial …
Śedrick Stassin, Alexandre Englebert, Gilles Peiffer, Géraldin Nanfack, Julien Albert, Nassim Versbraegen, Miriam Doh, Nicolas Riche, Benoît Frénay, Christophe De Vleeschouwer
Project
Constraint Enforcement on Decision Trees: a Survey
Decision trees have the particularity of being machine learning models that are visually easy to interpret and understand. Therefore, …
Géraldin Nanfack, Paul Temple, Benoît Frénay
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Constraint Enforcement on Decision Trees: a Survey
Learning Customised Decision Trees for Domain-knowledge Constraints
When applied to critical domains, machine learning models usually need to comply with prior knowledge and domain-specific requirements. …
Géraldin Nanfack, Paul Temple, Benoît Frénay
Project
Learning Customised Decision Trees for Domain-knowledge Constraints