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being the prediction of the model. Let us write the optimal probability for this loss as p(d = ijX;ct) with [d = i] being the indicator that sample xi is the ’positive’ sample. The probability that sample xi was drawn from the conditional distribution p(xt+kjct) rather than the proposal distribution p(xt+k) can be derived as follows: p(d ...

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