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Put $D=y^{(1)}-y^{(0)}$ and define the loss classSince $\hat{h}$ minimizes $\hat{Q}$,The expectation of the second term is zero. Symmetrization of the first givesTherefore the expected excess-risk bound for empirical risk minimization gives