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The Precision index represents the proportion of real positive samples in the positive samples predicted by the classifier.
In the error rate list, the error rate of the samples, predicted by less than 50 classifiers, are set to be 0.5.
The correlation coefficients for the lung cancer data were computed from the risk scores of the training model developed from the test center, but the correlations in the colon cancer data were computed from the risk scores of the 122 test samples predicted by the training model.
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The error of each model on the current window is determined using a boosting strategy that assigns small errors to the models that predict accurately the samples predicted poorly by the ensemble.
After that, the dot set samples are predicted by original dot original samples and watermarked cross samples, and the watermark bits are inserted into the dot set in Step 1.2.
The performance of models must be continually checked against wet chemistry and continually updated with biological extremes to increase the range of samples accurately predicted by the model, therefore samples that lie outside of the range of the model should be analysed and incorporated into the calibration set.
Furthermore, we have identified additional 496 genes (830 pairs) potentially targeted by 79 significant microRNAs out of 204 using three cutoff criteria, i.e., false discovery rate (FDR) < 0.1, opposite correlation coefficient between the tumor and normal samples, and predicted by at least one of three target prediction databases.
Statistically significant distinctions in ecological condition among validation samples were predicted by the resultant spatial model.
Application of the method provides a quantification of the rumpling amplitude and wavelength that are confirmed with metallographic cross sections of the samples and predicted by the Balint and Hutchinson rumpling model.
The genes C2, FLI13158, and OLR1 were regulated in 2 of the 3 samples as predicted by the rat experiments.
Notably, 69% of all tested human genes were found to be regulated in at least one of these human samples as predicted by the results of the rat expression profiling experiments.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com