Sentence examples for to decrease the dimensionality of from inspiring English sources

In order to decrease the dimensionality of feature vector, five statistical parameters were used.

This enables one to decrease the dimensionality of the transport problem.

PCA gives the possibility to decrease the dimensionality of the variables' space and to change it by the space of principal components.

In this work, we propose a specific preprocessing stage which can be used to decrease the dimensionality of the full signal model in (16).

The accuracy of the LR estimates decreases with the dimension of the feature space and, therefore, for the raw images it is necessary to both partition the image into patches to decrease the dimensionality of the LR estimates and to increase the value of the regularization parameter β.

The fact that almost all patients in our sample were medicated might have contributed to the finding, since medication previously has been indicated to decrease the dimensionality of the MADRS [ 28, 29].

In addition, we need to decrease the dimensionality as much as possible without losing important parts of the information.

Thus a model order reduction is required to decrease the dimensionality and to enable an efficient numerical simulation.

Considering the sparsity of mass spectra, a nonzero feature-selection strategy is proposed to decrease the feature dimensionality of mass spectra.

Finally, this was followed by a dynamic analysis of the whole transcriptome (using Gene Expression Dynamics Inspector and cluster analysis tools) to decrease the high dimensionality of the data and annotate coordinated genome wide responses that occur over age and by genotype.

The proposed FFNN model coupled with the SOM clustering method decreased the dimensionality of the input variables and consequently the complexity of the FFNN models.