Sentence examples for reduced the classification from inspiring English sources

We chose to eliminate those genes that only reduced the classification accuracies of all classes as well as the weighted average.

We found that for full viral genomes, the effect of removing the ED measure reduced the classification performance significantly by 5%, while removing the JSD measure reduced it only slightly (0.25%).

The algorithm developed removed a large number of features from the original data sets without reducing the classification accuracy of the committees.

The problematic is how to find the relevant bands to classify the pixels of hyperspectral image without reducing the classification accuracy rate.

Secondly, the Kernel Fuzzy C-Means algorithm was used to achieve greater separability among the classes, and reduce the classification errors.

A reasonable way of alleviating this problem is to extract a small representative subset from the original dataset without reducing the classification accuracy.

The basic principle of boosting refers to the idea that a model constructed by week learners (e.g., model Fm built by m trees which are numbered from 1 to m) can be modified to become better by adding new tree, as the goal of each iteration step (i.e., generating a new tree) is to reduce the classification error made by current model.

The objective function E(W) reduces the classification error.

This inconsistency will then reduce the classification performance.

These reduced dimensionality data improve the classification performance and reduce the classification time.

Adaptive boosting technique is employed to reduce the classification error rate.