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Questions have remained regarding the robustness of the selected descriptors.
The strategy that performs the best among the five strategies is selected, and the robustness of the selected strategy with respect to parameter uncertainties is verified.
The robustness of the selected LS-SVM model was evaluated through comparison with Support Vector Machine, fuzzy C-Means and fuzzy Gath-Geva clustering techniques.
While reliability and cost were considered in selecting the optimal sensor network, the robustness of the selected network with respect to uncertainties/errors in the underlying signed directed graph models and the available probability data was not considered explicitly.
We grouped treatments into nodes with input from clinicians and examined the robustness of the selected treatment nodes by sensitivity analysis.
To confirm the robustness of the selected subsets, we also applied a second procedure to select repressed RTSSs with active marks.
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To elaborate on the robustness of the estimated models, the R2 is selected, as it is the statistical measure by which the variable variation is explained.
Once the classifier for leukemias was built, an external validation was conducted to evaluate the accuracy and performance of the algorithm and to confirm the robustness of the genes selected as markers of the corresponding classes [ 17].
The heritability estimates from the Bayesian models are very similar to those from the REML framework, providing additional support and evidence of the robustness of the model parameters selected in both frameworks.
To improve the robustness of the second selection criteria, we only selected the components that exhibited spatial clustering regions associated with non noisy-like (distinctive) temporal features, in order to prevent noisy independent components from being considered (see Figure 1D).
The replicate data provided a good opportunity to evaluate the robustness of the process for selecting active compounds based on curve class.
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