Sentence examples for cross validation system from inspiring English sources

Finally, a cross validation system can be incorporated by analysing one microaliquot of each infant sample on independent metabolomic platforms.

We perform fivefold cross validation.

To investigate this possible source of bias, we implemented a cross-validation system that removed siRNAs from the training set that shared a target mRNA footprint with any siRNA in the testing set.

Yap et al. [ 35] also used internal-external cross-validation, stating: " The use of several different studies provided an opportunity to validate the general method using data drawn from a different patient population using an internal external cross-validation system proposed by Royston et al. that leave-one-out cross-validation on a cohort basis.

To create the three types of CTs, a cross-validation system with ten partitions was used, and the only common restriction for terminating the growth of the tree was the minimum number of subjects in the terminal nodes (which was fixed at 50 patients).

Results report using 15-fold cross validation for a system that uses no windowed features versus a system that uses windowed features.

Results report using 15-fold cross validation for a system that uses no windowed features versus a system that uses windowed When evaluating with 15-fold cross-validation on five classes with the 3 subsets, Sets I/O/P, the same trends are exhibited as in the four-class results.

The statistical evaluation of the system through tenfold cross validation shows that the proposed system performs well with average rates of 97.13 % of accuracy, 96.91 % of sensitivity, 97.35 % of specificity, 97.33 % of precision, 97.12 % of (F -measure, and 94.26 % oF -measure

The best system for 10-fold cross validation is the CRF-based voting system and the best system for held-out testing set is the majority voting.

We applied 10-fold cross validation to assess the system performance.

A leave-one-run-out cross-validation scheme was used.