Sentence examples for means of data reduction from inspiring English sources

We formed clusters of electrodes, as means of data reduction.

Thus we propose a frailty model developed from factor analysis (FA), a robust analytical technique which uses latent variables as a means of data reduction to represent a wide range of attributes/variability among observed variables on a smaller number of dimensions or factors[ 24].

In the next stage of data reduction, the mean entropy across different time windows excluding the first time window (post-stimulus part only) was computed and Fig. 5 shows its variations in seven cortical regions during Red/Blue condition.

PCA is a method of data reduction.

One approach to decipher the genetic architecture of a multivariate phenotype, in particular to map the underlying loci, is to reduce the dimensionality of the data by means of a data reduction technique, such as principal component analysis.

Rather than presenting a large number of correlations between biological assays and clinical measurements, we have illustrated that PCA is a means of data complexity reduction with biological plausibility.

These requirements meant that we employed various data reduction operations to provide a stable and compact list of acoustic features suitable for this particular dataset [44].

Since it was necessary to operate on great matrices of data (1000 of X-ray spectra × 15 kinds of ammunition × 2000 points per spectrum), data reduction was performed by means of fast Fourier transform (512 coefficients).

This method utilized principle component analysis [ 13], a mathematical tool that reduces the dimensionality of variables while maintaining most of the variance of the original data, both as a means of variable reduction and as a global shape descriptor.

It is based on the principles of cognitive image processing, which means that it executes fast pattern matching and data reduction mimicking the operation of the human brain.

That question is in the hands of the data analytics and data reduction applications.