Sentence examples for using an independent validation from inspiring English sources

Many combinations of layers, training algorithms, number of neurons, activation functions and format of data were considered and the results were validated using an independent validation data set with five goodness-of-fit tests.

Finally, the model performance will be tested using an independent validation set.

The model was calibrated using a stage-wise calibration and evaluated using an independent validation.

Model performance of MIR spectral predictions for carbon was good, with an R2 of > 0.95 and RMSEP of 4.3 g kg− 1, when using an independent validation datasets.

Using an independent validation cohort of 7,353 individuals from the UK, a total of 6 genetic pathways were significantly replicated (PFDR ≤ 3.46 × 10 2).

A strong relationship was found between the observed and predicted values of AGB using an independent validation dataset from the Zambezi Delta, Mozambique (R2 = 0.96, p = < 0.001).

If the authors tried different cutoff points, one could argue that the authors should have used an independent validation set to validate this cutoff point.

In order to determine how predictive our geo-ancestral gene set was of the general population, we used an independent validation set comprised of 112 unrelated subjects, similarly classified by self-reported ancestry (32 AA and 80 CAU), to validate the 151 geo-ancestral genes.

None used an independent validation group to support their conclusions.

Ten studies reported about developing a probabilistic prognostic model, only five of which used an independent validation data set.

Studies should use an independent validation set to assess performance and should apply multiple performance measures preferably covering discrimination, calibration and accuracy.