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This clustering of variables points to a common origin for these minerals, likely from dissolution of limestone, marl and gypsum soils.
Further, other methods, like factor-analytical methods, yield a clustering of variables and not of persons.
Principal components analysis and partial least-squares regression were applied to study for clustering of variables.
Hierarchical clustering of variables was performed using SAS PROC VARCLUS [ 14], an oblique multiple-group component analysis.
A cluster analysis allowed us to evaluate whether clustering of variables of inflammation was associated with fasting and prandial measures of glycemic control and β-cell function.
Subsequently, the data matrix was transposed and clustering of variables performed in "R" mode (See details in Legendre and Legendre [ 54]).
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Unsupervised hierarchical clustering of variable probes in this dataset (SD/mean > 0.4; 151453 probes) clearly discriminated arterial from venous samples (Additional file 1: Figure S1) highlighting the genome-wide DNA methylation differences between these endothelial compartments.
The term "patient-reported outcomes" (PROs) has been growing in use to refer to a cluster of variables such as health-related quality of life, symptoms, physical functioning, psychological well-being, treatment satisfaction, and treatment preferences.
Analytic strategies often successively test models with and without different clusters of variables to see which combinations hold together.
Then, the new parameter(s) which are farthest away from the main cluster of variables (parameters) are selected as the crucial indexes for next evaluation.
Open image in new window Figure 3 Clusters of variables for effective customer involvement in green concept implementation in supply chain management.
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