Sentence examples for beyond the training set from inspiring English sources
Regardless of the complexity of the system, it is clear that one will often need to extend the applicability domain beyond the training set somehow.
Nonetheless, the outcome of this blind challenge would have been more interesting and of greater utility had participants been asked to provide details of the computational methods, and of any experimental data beyond the training set, they used in their predictions.
To predict PSA dynamics beyond the training set, we simulated each individualized model under the personal vaccination schedule (which could include minute variations from the general schedule).
Based on our results, we conclude that it is worthwhile to include sequence motif data into computational approaches to active enhancer prediction and also that classifiers trained on a specific set ofenhancers can generalize with significant accuracy beyond the training set.
We suspect that parameter π in a BayesCπ model does not fully inform on the size of an optimal SNP panel for prediction; a model that describes variation in a training set well does not necessarily yield the best predictions when generalized beyond the training set.
We also note that as the number of possible location-combinations is exponential in the number of locations, training the naïve Bayes classifier in this manner does not provide a practical model in the general case of multi-localized proteins, beyond the training set.
Increasing the size of the training set beyond 10k people only marginally increases accuracy.
To accommodate this possibility we use a consistent N-terminal indexing, but for the cathepsin cleavages assess the possibility of a cleavage occurring beyond the 15-mer in the training set (up to 20 amino acids in length).
However, by using PPR the training set can be expanded beyond the sequences found in CAZy, which is a useful feature when an exhaustive analysis is required.
