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Although they gain a classification score of 97% with gene subsets of size two, they did not find any gene pair with a classification score of 100%, and they did not identify any important genes.
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The cell passed just to the west of Kiama at around 5 15 pm and gained a 'severe' classification from the Bureau of Meteorology at the same time.
As visible in Table 2, when either relative auditory dominance or multisensory gain was used alone as a classification parameter, the area under the curve (AUC) was not reliably different from chance.
A prediction of potential functional effects of these network changes, including a classification in gain or loss of function goes beyond the scope of the BC-ratio but the provided data on RNA and protein abundances can support such interpretations.
If we compare risk group classifications overall, for our RFS model compared with NPI, then of 112 recurrent cases, 34 (30%) were more appropriately classified by RFS (i.e., to a higher risk group), whereas 18 (16%) were assigned to a less appropriate group (lower), giving a net gain in classification appropriateness of 14% by RFS (P<0.01).
For the 289 recurrence-free cases, the corresponding changes in classification were 90 (31%) and 78 (27%), giving a net gain in classification appropriateness of 4% (P=0.17).
Moreover, the proposed method gains a 99.90 % classification accuracy for the same group of datasets.
To gain an insight into the classification of different classes of prostate cancer, the confusion matrices of both SSGLDM and GLCM using five selected bands are also given in Table 4.
We attribute this smaller gain in classification performance to the short protein sequences in Dataset III, which pose a greater challenge to the three alignment-free similarity measures examined in this study.
The MICA-based support vector machine applies the classic support vector machine (SVM) [ 16] to the meta-samples calculated from MICA to gain classification in a low-dimensional space.
They also show the gain from classification tree post-processing of the predictions from lower-level forecasts.
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