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De nition 2 The bias of a learner on an example x is B(x) = L(y ;ym) In words, the bias is the loss incurred by the main prediction relative to the optimal prediction De nition 3 The variance of a learner on an example x is V(x) = EDL(ym;y) In words, the variance is the average loss incurred by predictions relative to the main prediction.
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