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zenna / CounterfactualFairness.jl

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Find appropriate datasets #4

Closed zenna closed 3 years ago

zenna commented 3 years ago

Find appropriate initial dataset to test counterfactual fairness.

archanarw commented 3 years ago

Can we use Adult Dataset? It is mentioned here, under "Experiments" section ,that they have used PC algorithm to find the causal network.

mschauer commented 3 years ago

Researchgate-free link: https://www.ijcai.org/proceedings/2017/549

mschauer commented 3 years ago

Yeah, good pick. They use it in Algorithm 1 (PSE-DD) in step 1 G = buildCausalNetwork(D);, but we can just take the data set and apply PC for a start to have a working example.