Sentence examples for based on validation set from inspiring English sources

The largest value of classification accuracy based on validation set is 94.4083.

Note that an unbiased error estimate for the optimal classifier can be obtained based on validation data, if such a data set is available.

Based on validation from resampling of independent data sets, Green's sequential sampling model, based on the Taylor's power law, provided the best overall performance in terms of providing mean density estimates with levels of precision equal to or better than the desired precision over a range of possible insect densities.

Based on validation results, a titer of 320 was set as the threshold for seropositivity for the Ogawa and Inaba vibriocidal assays.

The accuracies of the fifteen resulting land cover maps were evaluated statistically based on two validation sets: a random validation set and a validation subset containing pixels present in the difference area between the uncorrected classification and one of the fourteen corrected classifications.

The choice of data set for ascertaining risk factors was based on validation study results indicating the most accurate sources.

While it is not possible to compare the predictive ability of clinical and combined models fitted to the training set, methods fitting the coefficients of the models based on the validation set are fully applicable.

Thus by employing the early stopping method of training, a network can be trained to a point of maximal generalisation based on a validation set and thus over-fitting is avoided.

All results are calculated over ten different runs and are based on the validation sets.

Overall accuracies between various models were compared with a pairwise t-test (α = 0.05) based on identical validation sets within each NAM population.

The classification accuracy on validation set during preliminary selection for PCA based features is shown in Figure 3.