Sentence examples for validation based on the from inspiring English sources

Because of a small set of training data, we determine the number of the nearest neighbors from {2, 4, 6,…, 20,∞} via leave-one-out validation based on the classification performance of Zhu et al.'s (2003) semi-supervised learning method.

We used Silverman's rule of thumb, in which a multivariate normal distribution was used for the reference density (Scott, 1992 ), and the leave-one-out cross validation based on the log-likelihood risk (Silverman, 1986 ), and although the results are not shown here, these caused significant under- and overestimates, respectively.

We selected candidate proteins for further validation based on the extent of overexpression, biological importance and available literature that validated their detection in body fluids such as CSF.

Moreover, assisting points coded +α and −α were considered for model validation based on the models.

The performance of this proposed method exemplifies a pragmatic validation based on the historical NASA dataset.

The transformation may also include filtering unwanted data, sorting, aggregating, joining data, data cleaning, data validation based on the business need.

Note that all the evaluation results are obtained by a twofold cross-validation based on the parity of the topic numbers.

The comparison was conducted using 10 times 10-fold cross-validation based on the criterion of sensitivity, specificity, accuracy (ACC), and area under the ROC curve (AUC).

The parameters of the SVM with RBF kernel are obtained by performing a grid-search on and using cross-validation based on the training set whereas for MLP several networks with different number of sigmoid neurons in the hidden layer are trained, and the network with the best classification performance on the validation set is selected.

An equivalent factor structure was demonstrated in a cross-validation, based on the reference sample of nursing students.

The original factor structure with three dimensions was reproduced in both the main sample of women with hirsutism and in the cross-validation, based on the reference sample of nursing students.