Sentence examples for cross validation processes from inspiring English sources

Two methods were considered to validate the pattern classification method: a generalization-regularization and the k-fold cross validation processes (k = 5).

The spatial structure model was moderate for TDS and EC, and very strong for the other groundwater parameters, indicating high accuracy in interpolation. the cross validation process (jackknife and residual analysis) was performed to validate the variogram theoretical model.

Cross validation process is a step undertaken prior to geostatistical estimation to ensure the validity of the variogram parameters.

The Cross Validation process was carried out to confirm the predicting power of the QSAR model.

After a ten-fold cross validation process, the classification algorithm yielded results on accuracy which are depicted in Table 3 (stage 1).

The model with the lowest prediction error generated through the cross validation process was chosen to represent the best outcome for each BCRP polymorph.  .

The k-fold cross validation process is then repeated k times, with each k subgroups used as a training set exactly once.

The lake water quality prediction maps showing the concentration distribution generated from the surface map developed from the cross validation process discussed above.

The model with the lowest prediction error generated through the cross validation process was chosen to represent the best outcome for each BCRP polymorph.

The training set is further used in N-fold cross validation process for internal model evaluation and selection while the IVS data is used to perform an unbiased model validation after the best model is built and selected.

The pattern recognition system was designed employing the support vector machines classifier with radial basis function kernel; the system was evaluated using an external cross validation process to render results indicative of the generalization performance to "unknown" cases.