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Subsequently, by using the traditional dynamic models, the proposed method provides a stable prediction of cyber-attack signal.
Validation results indicated the proposed model could be used to achieve a stable prediction effect with high prediction accuracy for the prediction of fluctuating data.
ROC curves and consistent high AUC indicated that, SUMOsu, is actually a stable prediction method.
Uncertainty analysis showed that our model had a stable prediction performance.
After cross-validation, classifier consisting of 35 genes resulted in a stable prediction of the differences between DCIS and invasive breast carcinomas, with an average performance of 91%.
Figure 2 shows the predictions for the period 2000 2050 and clearly indicates the expected growth of the female population (ages 15+ years) in developing countries and a stable prediction in the developed countries.
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The analysis of these results suggests that a feature set consisting of single sequence motif (zeste) and three chromatin marks (H3K4me1, H3K36Me3 and Mef2 ChIP-Seq data) should be sufficient to build a model with stable prediction accuracy.
This stable prediction averages around the reality (RGI data).
The approach gives stable prediction of wear kinetics under constant medium relative humidity.
Even if noisy data chunks and concept drift may deteriorate some base classifiers, the ensemble can still maintain relatively stable prediction accuracy.
CV -80% yielded stable prediction errors in the outer loop, which were less variable as compared to the other cross-validation designs.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com