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A Causal Bayesian Networks Viewpoint on Fairness

stat.ML · 2019-07-15 · unverdicted · novelty 4.0

Unfairness appears as unfair causal paths in a causal Bayesian network of the data process, providing a graphical tool to measure bias and build fair models in complex cases.

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  • A Causal Bayesian Networks Viewpoint on Fairness stat.ML · 2019-07-15 · unverdicted · none · ref 9

    Unfairness appears as unfair causal paths in a causal Bayesian network of the data process, providing a graphical tool to measure bias and build fair models in complex cases.