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In the present study, this method of validation is implemented as the goodness of fit and success rate can be visualized distinctly (Klose et al. 2014).
Then, the experimental validation is implemented by using other twenty-five blades with different geometric angles, and the results from both simulations and laboratory tests give fair agreements.
The a posteriori validation is implemented on a stand-alone one-dimensional turbulence (ODT) simulation of Sandia Flame F resulting in a very good reconstruction of the original thermo-chemical scalars profiles with 3 PCs at different downstream distances.
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The findings validation was implemented in two main strategies with hierarchical steps to ensure the accuracy of the findings.
A three-fold cross validation was implemented for evaluating the Bayesian model.
28 Validation was implemented using bootstrapping.
A cross-cultural validation was implemented using quantitative and qualitative methods.
When decoding from correct trials, leave-one-out cross validation was implemented by computing the joint distribution from all correct trials but the decoded one; incorrect trials were decoded using an estimate of the joint distribution computed from all correct trials.
A "grid-search" using cross-validation is implemented.
And a five-fold cross-validation was implemented to avoid the overfitting problem.
All the kNN-based predictions, including the cross-validations, were implemented using existing KNIME nodes (Additional file 1: Figures S1, S2) and an additional Java program.
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