Kernel Dependence Regularizers and Gaussian Processes with Applications to Algorithmic Fairness

Zhu Li, Adrian Perez-Suay, Gustau Camps-Valls +1

Current adoption of machine learning in industrial, societal and economical activities has raised concerns about the fairness, equity and ethics of automated decisions. Predictive…