Sentence examples similar to cross validation employed from inspiring English sources

Cross validation employing a grid search was used to tune the meta-parameters.

In order to check the effect of normative inversion on unaffected controls, we used multi-folded cross validation, employing closest mean classification to determine discriminating differences between 387 controls and their inverted forms.

Classification measures are, therefore, influenced by the heterogeneity of the sample population, but it is more realistic in a clinical scenario than the cross-validation employed in the comparison of image parameter extraction approaches.

The advantage of CAP is that it is specifically designed to find canonical axes that maximise differences amongst pre-defined groups in the data cloud, and it also tests individual samples for the correctness or otherwise of their group membership by cross-validation, employing a leave-one-out procedure.

In order to use data more efficiently, stratified cross validation is employed.

Moreover, 10-fold cross validation were employed to check the models overfitting.

Since the number of available biometric samples is limited, 'leave-one-out' cross validation is employed to fine tune the training/ validation phase and estimate the best optimal weights under various noise conditions.

Five-fold cross validation was employed to evaluate the model and was also used to generate class-specific activity thresholds, based on the optimum cut-off value for a range of different metrics.

To test performance for out-of-vocabulary tags, a second tier of cross validation is employed where all tags in the vocabulary are partitioned into five random, nonoverlapping subsets.

A 10-fold cross validation was employed.

Ten-fold cross validation was employed.