Towards Responsible AI: A Design Space Exploration of Human-Centered Artificial Intelligence User Interfaces to Investigate Fairness

no code implementations • 1 Jun 2022 • Yuri Nakao, Lorenzo Strappelli, Simone Stumpf, Aisha Naseer, Daniele Regoli, Giulia Del Gamba

In order to create reliable, safe and trustworthy systems through human-centred artificial intelligence (HCAI) design, recent efforts have produced user interfaces (UIs) for AI experts to investigate the fairness of AI models.

Decision Making Fairness

Towards Involving End-users in Interactive Human-in-the-loop AI Fairness

no code implementations • 22 Apr 2022 • Yuri Nakao, Simone Stumpf, Subeida Ahmed, Aisha Naseer, Lorenzo Strappelli

We evaluated the use of this prototype system through an online study.

BIG-bench Machine Learning Explainable Artificial Intelligence (XAI) +1

BeFair: Addressing Fairness in the Banking Sector

no code implementations • 3 Feb 2021 • Alessandro Castelnovo, Riccardo Crupi, Giulia Del Gamba, Greta Greco, Aisha Naseer, Daniele Regoli, Beatriz San Miguel Gonzalez

Algorithmic bias mitigation has been one of the most difficult conundrums for the data science community and Machine Learning (ML) experts.

Fairness