Sentence examples for by the recursive feature from inspiring English sources

What features can be revealed by the recursive feature selection and classification method?

These variables were dropped from all species models by the recursive feature elimination procedure, which excludes non-informative predictors [ 10].

This was followed by the recursive feature elimination procedure which was used to simplify the base model by dropping non-informative predictors [ 10].

Gene signatures of each training set were selected by using the recursive feature elimination procedure (RFE), which is a wrapper that selects predictor genes by eliminating non-predictor genes according to a gene-ranking function generated from the classification system [33].

One approach for gene selection using SVM is the Recursive Feature Elimination (RFE) introduced by Guyon et al. [ 42].

The recursive feature elimination uses the SVM to rank the contributions of each selected channel.

These features are listed in order according to the recursive feature elimination ranking in our previous study.

We show in Figure 1 the automatic tuning of number of features selected with the recursive feature elimination and the leave-one-out cross-validation.

By doing this, we can compare the performance between the RF fitted on the reduced data set and the RF fitted on the full data set, to evaluate if the recursive feature elimination procedure influences the built-in feature selection of RF.

The method of input variable selection was based on the approach in [ 15] which was itself based on the recursive feature elimination method as proposed in [ 16].

Furthermore, differentially expressed genes identified by LIMMA were verified by the SVM-recursive feature elimination (SVM-RFE) method [ 35].