Bias-inducing geometries: An exactly solvable data model with fairness implications
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Machine learning (ML) may be oblivious to human bias but it is not immune to its perpetuation. Marginalization and iniquitous group representation are often traceable in the very data used for training and may be reflected or even enhanced by the learning mode... ...
