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Then, we define the importance of k-mer at position t as (15) That is, given the sequences that have at position t, we compute the importance as the weighted sum of the margin of these sequences.
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Table II provides non-model-based estimates of the best and worst values (summing to the margins of rows and columns respectively).
This provides a preliminary indication of which pairs were chosen frequently and, by summing to the margins, provides a model-free set of best (row) and worst (column) estimates of the capability scores for all 4 × 5 = 20 attribute levels.
In the evaluation, we use a soft margin SVM, which minimizes, in addition to the margin, also the sum of the distances to the training instances that are incorrectly classified by the hyper-plane (the d i in Figure 1a).
For hepatic lesions, a reduction of >30% in the sum of the measured distances from a costal margin at the midclavicular line and at the xiphoid process to the edge of the liver was required.
The former is the sum of the price obtained by producers, indirect taxes, and margins, whereas the latter is the world price in terms of the local currency, combined with import taxes and duties, indirect taxes, and margins.
For "cash margin" you subtract from cash sales the sum of the cost of goods sold and the increase in inventory, and divide the result by cash sales.
Overall, maximization of the margin is traded against minimization of margin violations.
That is the sum of the allegations.
It's the sum of the parts.
Calculate the sum of the squared terms.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com