A brief introduction to the concept of GENEO and its use for XAI
Date: November 21, 2024
Presenter: Patrizio Frosini
Location: Aula Master @ Officine Garibaldi - il Cantiere delle Idee, Via Vincenzo Gioberti, 39, 56124 Pisa PI, Italy
Abstract: Group equivariant non-expansive operators (GENEOs) are mathematical tools for approximating data observers when data are represented by real-valued or vector-valued functions (https://rdcu.be/bP6HV). These operators are based on the assumption that the geometric properties of observers influence data interpretation. In this talk, we will discuss key properties of GENEOs, explore their use in Machine Learning, and examine their potential applications in Explainable Artificial Intelligence. The presentation will be informal, with mathematical details kept to a minimum.