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For simulation dataset and UCI dataset, the 25, 30, 35, 40, 45, 50, and 55% of total example number were adopted as the training set, and the balanced ones were taken as testing set and compared with common machine learning methods.
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In most of the cases, a small fraction of total examples in the training dataset were used to gather all the information required for generating the classification model, thus the original dataset is filtered to make more informative and representative dataset in terms of Support Vectors (SVs) of representative sequences.
Of the representations that ordered the data, those based on tallies or totals (example F3 in Figure 1) were considered more difficult to interpret than those displaying frequency in plots.
France's Total, for example, holds rights to potentially huge reserves in the country.
The study found that text messaging required drivers to take their eyes off the road for an average of 23.3 seconds total, for example.
While Congress held more hearings in 2010 on climate change than in other recent years, these hearings elicited some astounding testimonies submitted by climate deniers and skeptics filled with false and misleading statements about climate science and total B.S. Examples?
<img src="http://journals.plos.org/plosone/article/asset?id=info?doi/10.1371/journal.pone.0015079.e006.PNG" class= inline-graphic"/> Specificity is the fraction of total negative examples that are correctly predicted.
In total, 85 examples of chemicals were reviewed for actions on key pathways/mechanisms related to carcinogenesis.
Some articles focused on more than one aspect of the trial, totalling 356 examples.
Similarly, m c and M c denote the number of examples correctly classified and total number of examples, respectively, for a specific class c.
Few people are total pacificists, for example.
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