Leibniz-Institut für Bildungsmedien | Georg-Eckert-Institut hat dies direkt geteilt
The ball is rolling! After the awards, a research achievement! 🎉 Our article "Toward a Responsible Fairness Analysis: From Binary to Multiclass and Multigroup Assessment in Graph Neural Network-Based User Modeling Tasks" has been published in Minds and Machines, Journal for Artificial Intelligence, Philosophy and Cognitive Science. We introduced a novel approach for assessing algorithmic fairness in real-world scenarios using multigroup and multiclass metrics. The proposed fairness metrics provide a more accurate and fine-grained understanding of disadvantaged groups, enhancing the assessment of user modeling tasks that employ GNNs, as they aim to reflect the real distributions of sensitive attributes. The article is available at the following link: https://lnkd.in/g5K3vzRM Thanks to my co-authors Ludovico Boratto and Ernesto William De Luca! Other exciting news are coming at the beginning of the next week 😎