Sentence examples for estimates of the generalization from inspiring English sources

Besides, it was confirmed that the error estimates in the outer loop yielded realistic estimates of the generalization performance.

In order to get more correct estimates of the generalization performance, i.e. the performance of the prediction models on an unseen study population, we used a k-fold cross-validation procedure [ 31].

We outline that the reported results are based, according to the literature on gene prioritization, on retrospective benchmarks, and for this reason offer usually optimistic estimates of the generalization performances, since disease-associations are likely to be directly or indirectly incorporated in the gene-prioritization data sources [3].

This way of validation guaranties a more accurate estimate of the generalization error of the approach.

This setup eventually gives a robust estimate of the generalization error.

This validation approach leads to a more reliable estimate of the generalization error of identification than those proposed in the previous works.

Indeed, in these approaches, the learning and testing datasets are fixed in prior, which can lead to a biased estimate of the generalization error.

The area under this curve is the bootstrap cross-validation estimate of the generalization performance (Table 1).

Cross-validation provides a relatively unbiased estimate of the generalization capacity of the algorithm by separating the trials used for training from those used for testing.

To obtain an unbiased estimate of the generalization error of the different sets of modules, we used a double-loop cross validation procedure [17].

We used 10-fold cross validation experiments to provide an unbiased estimate of the generalization error.