Sentence examples for to high classification from inspiring English sources

Traditionally, feature selection methods are designed to obtain a feature subset that can lead to high classification accuracy.

Experimental results show that LMNLM is a promising algorithm due to its leading to high classification accuracies and low dimensions.

From all existing classification schemes, a SVM-based technique has been selected due to high classification rates obtained in previous works [33] and to their high generalization abilities.

One reason could be that, although simple decomposition using the independence assumption results in poor estimates of Pr C = c | X1 = x1,..., X p = x p ), the correct class still has the highest estimated probability, leading to high classification accuracy of NB [ 17].

This results in better generalization from a small number of samples and leading to higher classification accuracy, than without the SOM stage.

A properly selected feature set, not only leads to higher classification accuracy, but also results in a faster computation and reduction in storage capacity.

Experiments demonstrate that comparing with earlier ABC algorithms, our method have great improvement on convergence rate, and better parameters are obtained which lead to higher classification accuracy.

Experiments demonstrate that D-ABC algorithm has better performance than traditional methods for this optimizing problem, and better parameters of SVM are obtained which lead to higher classification accuracy.

The integrated profiling of two independent datasets lead to higher classification accuracy (71.11% vs. 70.59%) and larger ROC curve area (0.789 vs. 0.767) of the testing samples.

But only PCA/MPCA is found to be insufficient to achieve high classification accuracy required for handwritten character recognition application.

HBE approach does not require parameters to optimize in order to obtain high classification accuracies.