Sentence examples for based on classifier accuracy from inspiring English sources

We propose a constructive and transparent method of feature selection based on classifier accuracy.

We proposed a constructive and transparent method of feature selection based on classifier accuracy instead of the feature importance.

It is only the "best" tree based on classifier performance.

Figure 3 illustrates the process of mixing based on classifiers.

The published criteria are generally based on target accuracy, classifier confidence, uncertainty estimation, and minimum expected error.

In bagging, each classifier has the vote of the same strength, whereas AdaBoost M1 assigns different voting strengths to classifiers based on their accuracy.

Accordingly we used four types of classifiers including classifiers based on tree, classifiers based on KNN, classifiers based on rule, and classifiers based on function.

We tested three possible weighting schemes: a simple majority voting scheme, in which every classifier is given equal weight; a training accuracy-based method, in which every classifier is weighted based on its training accuracy; and an internal cross-validation-based voting, in which each classifier is weighted by that model's cross-validation accuracy on the original training data.

Classifier performance assessment was based on classification accuracy (CA), positive predictive value (PPV), and negative predictive value (NPV).

We then assessed the classifier performance based on accuracy, sensitivity, and specificity of the predictions on the test data.

Weighted majority voting based on base classifiers' cross validation accuracy on training dataset is used as the combination mechanism.