Sentence examples for valid classifier from inspiring English sources

In order to construct a valid classifier, feature words selection is another main problem.

Alterations in copy numbers may provide a causal explanation of why this pathway is a valid classifier.

These results provide evidence that these biomarkers are valid and that the classifier was not over-fit to the training data.

Assuming a subset of these classifiers is valid, such an overlapping prediction reflects complex interactions between the test chemicals and biological pathways within the tissues that comprise the HPG axis [ 17, 18], some of which are expected according to the current biological understanding of these chemicals.

While the use of retrospective samples in various internal validation cohorts (through repeated 10-fold and leave-one-batch-out cross validation) is statistically valid and rigorous, ultimately a large prospective study is needed for classifier validation.

This annotation is formulated as a classification problem where the classifier must identify valid sites in sequence alignments.

Sensitivity (Sn) and specificity (Sp) were computed as follows: (3) (4) A sensitive classifier preserves as many valid sites as possible while a specific classifier minimizes the number of invalid sites in the final alignment.

Similar to the 1st validation set, when we prioritized the 19 genes based on their correlation with the principal components or their weight of contribution to the model, several classifiers including the top 8 19 genes were also prognostically valid in the 2nd validation set (Text S1).

Of note, when we prioritized the 19 genes based on their correlation with the principal components of the dataset or the weight of their contribution to the model, classifiers including the top 8 19 genes were also prognostically valid in the 1st validation set (Text S1).

Optimized machine learning classifiers appear to be a valid approach to detecting subtle abnormalities in medical tests with complex multidimensional measurements.

Red patch labeling, geometrical-rule filtering, and a texture-based classifier were cascaded to locate the valid ROIs.