Sentence examples for using the validation dataset from inspiring English sources

Prediction accuracy across a range of scales from 0.2 to 200 km was evaluated using the validation dataset.

Using the validation dataset there was little apparent bias when predictions were plotted against actual values (Figure 3c).

Models were similarly ranked using the validation dataset, with the final model having an R 2 value of 0.990 and RMSE of 1.37 m (Table 3).

Using the validation dataset, the environmental variables used in the PLS regression accounted for 56 and 63% of the respective variance in the 300 Index and Site Index (Table 1).

The root-mean-square error (RMSE) calculated using the validation dataset provides a measure of the accuracy of predictions of the Site Index or 300 Index for an individual measurement plot, which is typically only a fraction of a hectare in size.

The proposed model was evaluated using the validation dataset.

Using these parameters, we calculated sets of bimodal genes using the validation datasets of 5075, 5440, 4872, and 4983 genes from the independent datasets GSE1456, GSE7390, GSE4922, and the Agilent data set respectively (Table 1).

The difference is that: MMR uses the validation dataset to get the predictions from these base classifiers and then use these predictions to train a meta-learner algorithm; Adaboost.PL sorts the hypotheses generated from all the iterations from each computing node and then by merging them together a final classifier is generated.

The validation of the network was performed using the validation (unknown) dataset.

The table shows the results when a random sample of 50% of the full cohort was used as the derivation dataset with the remaining data used as the validation dataset.

To overcome this problem, models were fitted using data from 3 of 4 hospitals as the derivation dataset with each hospital in turn being used as the validation dataset.