Our paper, written with Cassandra Mussard, intern last summer, and Stéphane Mussard, entitled KNN and K-means in Gini Prametric Spaces will be presented this Fall at the 28th European Conference on Artificial Intelligence, ECAI 2025, that will take place on October 25-30, 2025, in Bologna, Italy. This paper introduces innovative enhancements to the K-means and K-nearest neighbors (KNN) algorithms based on the concept of Gini prametric spaces. Unlike traditional distance metrics, Gini-based measures incorporate both value-based and rank-based information, improving robustness to noise and …