no code implementations • 27 Jan 2021 • Elena Beretta, Antonio Vetrò, Bruno Lepri, Juan Carlos De Martin
For this reason, we propose a method of data annotation based on Bayesian statistical inference that aims to warn about the risk of discriminatory results of a given data set.
no code implementations • 22 Mar 2019 • Elena Beretta, Antonio Santangelo, Bruno Lepri, Antonio Vetrò, Juan Carlos De Martin
In this paper, we provide an overview of the most widespread definitions of fairness in the field of machine learning, arguing that the ideas highlighting each formalization are closely related to different ideas of justice and to different interpretations of democracy embedded in our culture.
BIG-bench Machine Learning Cultural Vocal Bursts Intensity Prediction +1