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The results of the model validation are presented first since both inference and predictions are based on the model with the best predictive ability.
However, SNPs that were pre-selected using 3 classes and α = 0.25 had the best predictive ability, with an almost 4-fold improvement in prediction accuracy relative to E-BLUP.
Single-step models had the best predictive ability; BayesA models had the smallest proportion of wrong predictions.
Overall, models based on eigenvalue (EVA) descriptors derived from vibrational frequencies, demonstrated the best predictive ability for both the calibration and independent test sets.
However, the moving probabilities used to choose descriptors will be misleading as they will largely be based on those descriptors present in models with fewer descriptors rather than those with the best predictive ability.
Responses are selected for best predictive ability [see 24 for details].
Similar(31)
In this study, they presented the best predictive abilities (sensitivity and specificity of 100%% for the test set) and a small number of selected variables in comparison with the VIP-PLS-DA.
Then, the estimated model could have better predictive ability.
Although the diagnostic accuracy varied within each group, the main conclusion of better predictive ability among the sick-listed, was challenged neither by comparing with the mean length predicted by assessors, nor by comparing with the best-performing NIO assessor.
This performance increase demonstrated the better predictive ability of the BMA models; averaging a set of the most promising models was better than using only the single best model.
The model with both flow limitation and respiratory rate showed the best overall predictive ability, with high values across all indicators (ranging from 0.81 to 0.94).
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