Sentence examples for use a validation set from inspiring English sources

During training, we use a validation set to search for optimal parameters.

For this reason, we did not use a validation set Moreover the number of journals is sufficiently diverse to represent the most relevant journals in MEDLINE.

During SGD fine tuning, we used a validation set to decide when to reduce the learning rate and stop training.

For ridge regression, lasso and our methods, we selected the regularization parameters using a validation set.

Wrapper methods on the other hand perform evaluation by training the classification error using a validation set.

The impact of training population size on prediction accuracy was evaluated using a validation set comprised of 50 randomly selected lines and training sets of variable sizes.

We initialized W C to an identity matrix, i.e. W C = I, and used a validation set to select the best W C: the prediction accuracy was periodically measured on the validation set after a predefined number of iterations; learning stopped when accuracy became saturated and the corresponding W C was returned.

They find that sparse estimation methods achieve lower mean squared error than dense ones, when all the SNPs are given as input to the model, but different estimation methods have similar results when they select the optimal number of markers using a validation set.

Validation of the developed model was done using a validation set that contains 25 synthetic standards.

Therefore the predictive performance of QSAR models should be evaluated using a validation set of compounds that were not used to generate the model.

The prediction power of the different models was compared using a validation set of 8 mixtures prepared as per the multilevel multifactor design and results were statistically compared using two-way ANOVA test.