Bias-inducing geometries: an exactly solvable data model with fairness implications

Stefano Sarao Mannelli, Federica Gerace, Negar Rostamzadeh +1

Machine learning (ML) may be oblivious to human bias but it is not immune to its perpetuation. Marginalisation and iniquitous group representation are often traceable in the very d…