Sentence examples for uses the validation dataset from inspiring English sources
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.
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.
The percentages of correct SAS and MAS signal identification using the validation dataset are given in Table 2.
The algorithm hyperparameters were chosen according to the percentage of correct SAS -and MAS-signal identification using the validation dataset.
As with the training dataset, univariable analyses for Child Pugh, Okuda, CLIP, MELD and HAP using the validation dataset revealed the strongest association between the HAP scoring system and survival (supplementary Table S3, available at Annals of Oncology online, HR: 2.45 and 3.54 for HAP groups C and D, respectively).
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).
