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Experiment results show that these hybrid modeling methods not only improve the above problem, but also have higher predicting accuracy and more powerful generalization ability than the single LSSVM method.
Prediction results prove that this model is a closer approximation of the actual turning process as compared to the previous models and shows a higher predicting accuracy of surface roughness.
SVM4 showed higher predicting accuracy than other models.
A possible explanation for this observation is, compared with the miRanda algorithm used in the miRBase, that the latest TargetScan has incorporated more structural features to achieve higher predicting accuracy [ 30, 31].
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VOLSUV40 achieved the highest predicting accuracy (88%) among these four parameters.
The combination of maximal SUV, maximal K i, VOLSUV40, and VOL K i 37 (the tumor volume thresholded by 37% maximal K i ) achieved the highest predicting accuracy for treatment outcome with sensitivity, specificity, and accuracy of 100% in these 16 patients; however this improvement compared to VOLSUV40 was insignificant.
By comparisons with experimental data as well as other classical separation models for the cyclones with different geometrical configurations and operating conditions, the results show that the present model has a relatively high predicted accuracy with the mean squared error of 0.0158.
Note that theoretical predictions encourage sampling more loci even at small values of θ; a 20 loci sampling strategy produced the highest predicted accuracy for each value of θ when each individual was sequenced at 10 kb.
The sequence alignment method has the high predicted accuracies, while the feature selection method can predict all the peptides.
Given that all participants exhibited regularity in their search path, we were unable to explore whether a regular search path predicted higher accuracy or not.
In theory, a test sample satisfying the threshold criterion several times (i.e. having high K j ) is expected to be predicted with higher accuracy.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com