Sentence examples for validate classification from inspiring English sources

Using independent data to validate classification algorithms is the gold standard approach to assessing their validity.

We use NSL-KDD and TUIDS dataset to validate classification accuracy of our method using three classifiers, namely decision trees, random forest and KNN.

We used Relative Operating Characteristic (ROC) and error matrix analysis, respectively, to assess the viability of Mahalanobis typicalities and to validate classification accuracy.

Data obtained through intensive and extensive population sampling validate classification of trees into three REP infestation classes, which exhibited significantly different densities of measured red oak borer population variables.

Such studies can identify APs with novel interesting features and validate classifications derived from the hierarchical clustering of the phylogeny.

The commonly used and validated classification proposed by Rockwood divides these injuries into six types [7].

Second, the evaluation is stringent by externally validating classification accuracy on independent datasets.

There is a great variation in the estimates of occurrence and in the general aspects associated with RA-ILD; this is partly due to the lack of acknowledged terminology and validated classification criteria, and to the different means of detection employed to diagnose ILD.

Those other forms of behavioral observation are still important for validating classifications based primarily on IQ test scores.

In order to validate the classification power of the biomarker panel, we tackled the classification of a new cohort of samples, but using only the expression of the genes previously identified within the panel [ 33].

To validate the classification algorithm, a leave-one (patient -out cross-validation analysis was conducted.