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small-sample precision of roc-related estimates ... the output of an lda classifier is readily transformed into the posterior probability of the positive class, so the usual decision threshold is 0.5. the output of an svm is a score that represents the distance of the example from the separating hyperplane and the sign of the score defines the predicted class. the usual decision threshold of an svm is 0. the rbf-svm is in general a non-linear ...

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