Sentence examples for reducing dimensionality of the from inspiring English sources

Summarizing each pattern in a small set of its statistical measures might have the potential of reducing dimensionality of the existing patterns in an appropriate and unique manner so that patterns of different occurrences of available categories at their different nodal locations are easily distinguished from each other in the new coordinate system of the selected summaries.

Classification improves most when eliminating 75% of all features, considerably reducing dimensionality of the datasets.

A number of assumptions would go naturally with each of these perspectives, reducing dimensionality of the uncertainty analysis.

The last step of the training phase is PCA, which reduces dimensionality of the created feature space.

The scree plots (Additional file 1: Figure S6) show reduced dimensionality of the non-rigid registered data.

To reduce dimensionality of the input space, principal component analysis (PCA) is considered as a sound preprocessing vehicle.

Using tpsRelw software (Rohlf 2010b), we extracted relative warps (principal components of shape variation) to reduce dimensionality of the data.

One of the fundamental statistical problems in microarray gene expression analysis is the need to reduce dimensionality of the transcripts.

Several of these environmental variables were strongly intercorrelated, so we first performed a principal components analysis on scaled, centered lake means to reduce dimensionality of the data.

Subsequently, OPLS-DA, which reduces dimensionality of the original data, was applied to explore metabolic disturbances in, NC, SK, and CK.

The input to FABS- is the processed feature vectors by principal component analysis (PCA) to reduce dimensionalities of the original data, each of which belongs to a certain population set, namely, P i, and training data.