Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior

Madeline Navarro, Samuel Rey, Andrei Buciulea +2

We propose estimating Gaussian graphical models (GGMs) that are fair with respect to sensitive nodal attributes. Many real-world models exhibit unfair discriminatory behavior due t…