Sentence examples for varying feature selection from inspiring English sources

Class-wise error rate determined by varying feature selection parameters.

"There are varying features with these products and therefore varying costs – from basic tracking to systems that can provide additional immobilisation of the vehicle".

We estimated the classifier parameters using the training data and the subset of features obtained by feature selection methods varying classifier parameter values and evaluating the accuracy.

Other types of classifiers, such as support vector machines (SVM) [10, 11] and back-propagation networks[12], have also been tested with PSO-based feature selection in varying types of classification problems.

Figure 1 is the graph of prediction performance by various feature selection method varying the number of SNPs used in prediction for CPD10.

Random forest feature selection performed over varying training sets provides a subset of generalized CIEL*a*b* co-occurrence texture features, while sample selection strategies with minimal constraints reduce training data requirements to achieve reliable results.

By integrating genomic and protein characteristics of varying predictive power using a probabilistic classifier with feature selection, we were able to achieve an overall predictive accuracy in both S. cerevisiae and E. coli that was superior to the performance of any individual feature.

Table 3 Distribution of n-gram sizes, chosen by each feature selection method, for the two n-grams sets that consist of varying n-grams sizes.

However, most ensemble-based feature selection methods do not consider redundancy among the selected features during feature selection.

Then the features are carefully selected by mRMR (minimum Redundancy Maximum Relevance Feature Selection) and IFS (Incremental Feature Selection) methods.

Seventeen features are selected from total 100 features using the forward feature selection method.