Sentence examples for by using bootstrap samples from inspiring English sources

Random Forests (RF) were employed as ensembles of unpruned regression trees created by using bootstrap samples of the training data.

Random Forests is an ensemble of trees created by using bootstrap samples of training data and random feature selection in tree induction [45].

RF is an ensemble of multiple weak un-pruned classification or regression trees created by using bootstrap samples of the training data and random feature selection in tree induction [59].

The percentage of trends explained by changes in BMI and its 95% CI were estimated using bootstrap sampling.

Test predictive model consistency using bootstrap sampling.

Differences between AUCs were tested using bootstrap sampling.

To further assess the quality of model, we compute out-of-sample R 2 through 20-fold cross-validation and compute the confidence interval for each out-of-sample R 2 by using bootstrap resampling based on 1,000 replications and compute the bootstrap percentile confidence interval at 95% level of confidence.

ARACNe with bootstraps uses bootstrap sampling during network reconstruction to non-parametrically assess statistical confidence for predicted transcriptional interactions.

Additionally, 1000 sample randomised data sets were employed to validate the study internally by using bootstrap methods.

*Adjusted for over-optimism by using bootstrap.

The discriminative ability was measured by the so-called c-index, which is equal to the area under the curve (AUC) for logistic models and was corrected, by using bootstrapping, for optimism in the original sample [ 33].