Sentence examples for most important classifiers from inspiring English sources

The ER, PR and HER2 and the proliferation markers correspond to other breast cancer classifiers such us the intrinsic subtypes or the Oncotype DX Recurrence Score which have also shown that ER, HER2 and proliferation are the most important classifiers, prognostic and predictive markers in breast cancer [ 1, 31].

A two-dimensional grid search is performed to optimize the most important classifier parameters.

Among the several packages collected in Weka, the "Weka.classifier" package includes the implementation of classification and prediction algorithms, comprising the most important "Classifier" class.

Among them, 13 were ranked as the most important classifier variables by the four ranking strategies, where GainRatioAttributeEval and Wrapper rankers acquired equal variable ranks.

Notably, ER status, which is often the most important classifier of tumors, both clinically and at the molecular level [ 4, 10], did not associate with any clusters observed in normal stroma or epithelium, nor were we able to identify any predictors for this clinical category.

A largely different set of tissues and marks were found among the most important in the classifier of heart vs. other enhancers.

The most important aspect of any classifier is its error rate, because this quantifies its predictive capacity.

We found that AAC features constitute a non-trivial fraction (26 40%) of the 100 most important features in a classifier using both AAC and domains as features.

One of the most important parameters of the classifier was determining K, the number of principal components needed in the analysis.

The most important features for the classifier included those derived from the analysis of domain pairs and the output from the subcellular localization prediction program multiLoc2 that measures the extent to which the amino acid contents and phylogenetic profiles of the query proteins matched particular cellular compartments (Additional file 1: Figures S6, S7 and S8).

Regardless of the choice of classifier, the most important part is to get hold of enough training data of good quality.