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PCA includes correlated variables with the purpose of reducing the numbers of variables and explaining the same amount of variance with fewer variables (principal components).
Furthermore, if the underlying construct includes correlated measurement errors, α can underestimate or overestimate the reliability construct depending on the parameters of the measures (e.g., Brown 2015; Raykov 2001; Peterson and Kim 2013; Bentler 2009; Green and Yang 2009; Raykov 2001; Yang and Green 2011).
Model 2 includes correlated methods, but does not include trait factors.
The first, orthogonal rotation (e.g.,Varimax and Quartimax) consists of uncorrelated factors whereas oblique rotation (e.g., Direct Oblimin and Promax) includes correlated factors.
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This includes correlating data on what is played with what is paid — the idea being that businesses want to find the right combination of music to get customers into a mood to buy more — and in some cases even trying to change other kinds of behavior, like getting people to eat faster.
A possible strategy for standardizing BoNT includes correlating the activity obtained by the mouse bioassay to the Endopep-MS method.
Subsequently, we avoided multicollinearity among cross-correlated environmental variables by running analyses of Principal Components (PC) including correlated environmental variables.
Section Special Considerations in Data Analysis considers special topics in data analysis, including correlated data, microarray data, and related issues of multiple comparisons and massive data sets.
Furthermore, appropriate control charts and methods were developed in monitoring more complex Poisson data including correlated (Chiu and Kuo 2007; Niaki and Abbasi 2008; Niaki and Nafar 2008; Amiri et al. 2011) and auto-correlated observations (Weiß, 2007; Vermaat et al. 2008).
All independent variables included correlated below 0.7.
The algorithm can be tuned to give a minimal set of discriminative genes or larger sets including correlated genes.
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