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Efficient designs, using (for example) correctly sized pumps, are only possible if reliable loss coefficient data are available.

The constraints in this formulation ensure that the maximum margin classifier classifies each example correctly, which is possible since we have assumed that the data are linearly separable.

If an arriving target training instance is incorrectly predicted then the ensemble is updated through the optimization procedure which aims to classify the next new example correctly without deviating too much from the original ensemble through regularization terms.

This is in contrast to the hard classification strategy of Fig. 1 a where, for example, correctly classified text documents do not go through the last two classification nodes.

For example, correctly identifying farmland in Brazil earned a message telling the writer that she had identified an area the size of Vatican City!

For example, correctly classified polychlorinated phenols, aliphatic alcohols, and acetates (Table 4, items 1 3) exhibit similar in vitro concentration response profiles and in vivo toxicity.

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36, 37 For example, our model correctly predicted that FVII deficiency has no impact on aPTT, FV and FX deficiencies prolong aPTT, but the clinical data are only available for severe deficiency (<1%).

Here, m denotes the number of examples correctly classified, and M denotes the total number of examples.

The results obtained on both simulated and real world data demonstrate the ability of the method to identify novelties and to classify known examples correctly.

Similarly, m c and M c denote the number of examples correctly classified and total number of examples, respectively, for a specific class c.

We use Area Under the Curve (AUC) scores from these curves to report the relative performance of each task by averaging the results across all folds, where we are interested in the fraction of positive examples correctly classified as opposed to the fraction of negative examples incorrectly classified.

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