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zenna / CounterfactualFairness.jl

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Use Omega to perform inference to compute probability terms #16

Open zenna opened 3 years ago

zenna commented 3 years ago

See CF paper (page 8)

zenna commented 3 years ago

To clarify, this means that given (1) a causal model of attributes (2) a decision model which is a function of observables to an outcome Y (3) data for observable attributes

Then:

Compute a counterfactual, e.g (Y | do(race -> woman)) | (Observables == Data)