Fairness Analysis with Shapley-Owen Effects

H Ruess - arXiv preprint arXiv:2409.19318, 2024 - arxiv.org
We argue that relative importance and its equitable attribution in terms of Shapley-Owen
effects is an appropriate one, and, if we accept a small number of reasonable imperatives for …

Development of interpretability methods for certifying machine learning models applied to critical systems

MI Idrissi - 2024 - theses.hal.science
Machine learning algorithms, which have significantly contributed to modern artificial
intelligence (AI) advancement, have repeatedly demonstrated their performance in …

[PDF][PDF] Composition du jury

JM LOUBES - 2024 - researchgate.net
When defining suitable influence measures, the first approach is to focus on the
interdependencies of the inputs and aim at quantifying their effects on the QoI. There may be …