A Derivation of the Generalized Bayes Classifier MpC pY q, then there exists a regression-thresholding classifier pY P argmax MpC

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For the time being, taking Equation (7) as fact, we complete the rest of the proof. Combining Equation (7) and the tower property of conditional expectation, we have "