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With respect to the validation of the numerical results, those were in good agreement with the values of the urea thawing experiments.
As mentioned earlier, the study was carried out on the basis of the previous research (Authors 2016) with respect to the validation of the research instrument and the model to explain the relationship among the variables.
Open image in new window Fig. 5 Optimal number of hidden neurons for Model 1-1. Figure 6 shows how the minimum error (hence the optimal model) was attained with respect to the validation and testing during the training process.
As a complementary approach, FES analysis revealed to be informative with respect to the validation of in silico detected NumtS located within duplicated regions.
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Figure 10 also shows the attainment of the optimal model parameters with respect to the least validation error.
First, with respect to the external validation accuracy, the six methods can be ranked from the best to the worst as Mean top 50%, ASSESS, PLS, Mean CORGs, PCA, and Mean all.
Moreover, techniques such as Lasso are far more robust with respect to the cross-validation design in the inner loop of double cross-validation.
Considering only the high confidence calls, the resulting sensitivity with respect to the pre-validation data was 89%.
All sample runs exceeded the high confidence threshold, which resulted in 100% sensitivity with respect to the pre-validation data.
The stability of the loading with respect to the cross-validation is indicated by the solid greyscale area, which shows the range obtained.
The task of searching for optimal hyper-parameters, with respect to the performance measures (validation), is the called 'SVM Model Selection'.
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