This threshold of 0.45 was considered as optimal, considering the prediction reliability, to predict genomic breeding values for the three traits of interest using all the haploblocks built from the HD marker data [ 4].
The model fitted has some predictive value (rCV, prediction reliability in 10-fold cross-validation, was 0.21), but a rather large part of the variation could not be accounted for (Table 6).
The model applicability domain was checked by the ISIDA software to verify prediction reliability.
This simultaneous calculation is a big advantage compared to other approaches, which assess prediction reliability and usually need additional iterations.
So, an appropriate number of cycles determined by the fitting error can effectively avoid excessive fitting, promoting model prediction reliability.
It appears that the prediction reliability of space weather at Earth's orbit can be raised substantially in the near future.
We show how this model predicts a story's eventual popularity from users' early reactions to it, and estimate the prediction reliability.
The model validated with actual prototypes can also be used for other purposes such as failure analysis, fatigue prediction, reliability studies, etc.
The standard error of the individual neural network predictions is taken as the indication of model prediction reliability and is incorporated in the optimization objective function.
In a recent paper Benigni et al. [26] pointed out that the prediction reliability should be checked by means of an external test set with new chemicals not used in modeling.
This last example shows the advantage of using two approaches for the AD (instead of a global one only) in addition to the confidence level in prediction that allows the user to make rational judgement about prediction reliability.
