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Therefore, it would not be wrong to expect much higher classification accuracies from the 100 and 200 most DE genes than that of 102 subnetwork genes.
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This was much higher than the classification accuracies of IPRE (C) and other existing algorithms (see Table 4).
The BCell lymphoma data only has 12 testing samples, so we observe much higher variance in classification accuracy, where a single misclassification drops the score by over eight percentage points.
With 50% being the cutoff value, we would have a much higher rate of correct classification.
The area under the ROC curve of this prediction tool was much higher than that of ATS/IDSA classification (0.69 vs. 0.54; P < 0.001).
Despite these facts, the classification rate is much higher than mere chance: with 13 possible choices for style, a random classification would have given a recognition rate of 7.69%.
Correct cross validation probabilities varied between 40%and61%1% for the initial noisy segment and the whole call, and bootstrapping showed that all classification probabilities were much higher than that expected by chance (Table 2).
This may explain why the studies using the Som classification demonstrated a much higher rate of supraclavicular nodes involvement at more than 15%[ 12, 20] compared to the studies that used the consensus guidelines, which reported rates of approximately 3% [ 13, 14].
Although the precise rate of unemployment for particular ethnic groups is not known (French law precludes collecting data by ethnic classification), anecdotal evidence suggests much higher levels of joblessness for immigrants and their descendants.
The oncology study classified a greater number of therapies as complementary in contrast to the present study, where classification into alternative was much higher for the comparative therapies.
When LibSVM classification was conducted, the training classification accuracy of gradient feature selection was much higher than other methods, with the exception of SVM-RFE.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com