Sentence examples for using the selected genes from inspiring English sources

To validate the prediction using the selected genes, the classifier was applied to the test data.

Finally, the SVM classifier was trained and tested using the selected genes and returned the classification accuracy.

When given an unlabeled sample, we expect to predict the category of this sample using the selected genes and the defined similarity measure.

The justification of using the selected genes as reference genes in canine tissue is based on published work defining their stability as for use as reference genes with human tissue [ 11, 31], or canine tissue [ 28].

Using the selected genes and clustering method from each of these classifiers (see Methods), we performed leave-one-sample-out cross validation across the four whole blood data sets (Fig.  2).

After different gene subsets were obtained, the proposed methodology was performed using the selected gene subsets as new input variables.

We used the selected genes as an example to illustrate our methodology, and all results were obtained based on this group.

Then, the whole training phase was repeated using only the selected genes and without the additive variances this time.

Recompute a multivariate mixture using only the selected genes according to the procedure in Subsection 2.5 to perform class prediction.

To avoid that small estimated variances dominate genes with small estimated effects, a ratio cutoff of 0.8 and 1.25 was used on the selected genes.

Using the selected marker genes, prediction was performed based upon a majority vote of the class membership of its k nearest neighbors in the training set weighted by the reciprocal of the cosine distance.