Sentence examples similar to validation ensemble from inspiring English sources

Thus, the results are in agreement with the BP validation: Ensemble-1 and 2 performed best and improved upon the single pipelines.

10.7554/eLife.00311.009 Figure 3. Validation of ensemble refinement using dataset 1YTT with exceptionally high quality experimental phases.

Typically, model-selection is performed by cross-validation in ensemble methods.

Nevertheless, it should be noted that, though a qualitative validation of the ensemble structure can be readily performed, a complete cross-validation may not be feasible owing to the sparsity of the CXMS restraints.

1) The statistical significance and validation of the ensemble selection is not fully clear.

In this review, we critically assess the advantages and limitations of current techniques and discuss new methods for the validation of these ensembles.

The best approach to TADR validation is an ensemble-based one that looks for consistency across approaches.

Fan [25] proposed a simple, efficient and accurate cross-validation decision tree ensemble method to discard old data and combine with new data to construct the optimal model for evolving concept.

The 10-fold cross-validation results of ensemble classifier LibD3C and simple classifiers are shown in Figure 11.

Finally, in addition to exploring holdout validation performance of the ensemble models, we trained and tested the ensemble models on different gold standards.

After clustering and cross-validation of the final ensemble of solutions (Additional file 1: Figure S11a, Additional file 1: Table S2), we find one cluster of solutions that is in agreement with the cross-validation data, with the lowest energy structure shown in Figure  6a.