The final model was developed on a determination set (80% of data) and validated on a validation set (20% of data); the random samples being stratified by (the 2) calendar-years.
It was developed using data from the Surveillance, Epidemiology and End Results (SEER) database and has been validated externally on a validation set.
The studies that produce the algorithms validate them on a validation population or samples of the original population (bootstrapping), and judge accuracy as differences in means of predicted vs. actual values.
Model fit was based on pseudo-Bayes factors and also on prediction accuracy of genomic breeding values computed on a validation data subset one generation removed from the simulated training dataset.
In our experiments, we compare the performance of Fuzzy ARTMAP that is trained (i) until the completion of training, (ii) for one epoch, and (iii) until its performance on a validation set is maximized.
(a) Species classification results on a validation set (MTBC_A2+Myco_Retro, n=1,304).
The applicability of developed models was explored on a validation and test sets and compared with previously developed empirical models.
Study methods that collect and incorporate more comprehensive confounder data on a validation cohort may reduce confounding bias.
To this end, parametric and optimization studies on the DSF design were conducted based on a validation model.
A satisfied agreement with the directly measured pressure on a validation surface is observed for both quantity and distribution of the reconstructed pressure.
The second-order dynamic model provides improved predictions, based on a comparison for two experimental datasets used for estimation, and on a validation dataset.
