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EW performed data reduction and statistical analysis of all experimental data and drafted the bulk of the manuscript.
Data were analyzed using SPSS, version 13, using a five-step strategy: We performed data reduction by Cambridge Neuropsychological Test Automated Battery (CANTAB) domains to control for the number of tests by calculating summary mean scores from z-transformed test variables within the cognitive domains.
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Secondly, all values are transmitted to a second Fog platform, which performs data reduction processes.
We then considered using archival astronomical images to perform data reduction and image processing.
The chip performs data reduction via bidimensional compression and packing for the readout chain of the experiment.
PCA is a classical technique [42]: The main idea is to extract the prominent features of the data set and to perform data reduction (compression).
We then applied a GANN algorithm to perform data reduction and a stepwise ANN algorithm for ion identification.
The proposed MAS consists of four agents (i.e., admin, control, query, and data agents) which performs data reduction using Epsilon approximation.
Although in many instances they yield similar results, factor analysis was preferred to principal components analysis, since the purpose of the study was to develop a theoretical construct, rather than merely perform data reduction [ 35].
To do this, we first simplified the analysis by performing data reduction using PCA (principal component analysis), 24 a method that creates a visualization of different clusters in two- or three-dimensional space, allowing the highest variations to be determined.
The decisions as to whether to perform data reduction and which method to employ are influenced by several factors: (i) The availability of reference genomes: if sufficient reference genomes are available for a small number of dominant species then the sequences can be mapped to them and taxonomy and function inferred and the relative abundance of the transcripts calculated.
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