Provide an example where build-pdag can fail to reconstruct

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Problem

Consider again the Build-PDAG procedure of algorithm but now assume that we apply it in a setting where the independence tests might return incorrect answers owing to limited and noisy data.

a. Provide an example where Build-PDAG can fail to reconstruct the true underlying graph G ∗ even in the presence of a single incorrect answer to an independence question.

b. Now, assume that the algorithm constructs the correct skeleton but can encounter a single incorrect answer when extracting the immoralities.

Reference no: EM131855005

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