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In this paper, a candidate gene approach was used to investigate genetic contributions to variability in multiple correlated features of the daily cortisol profile in a sample of European Americans, African Americans, and Hispanic Americans from the Multi-Ethnic Study of Atherosclerosis (MESA).
One primary cause for the lack of success in searching for optimal sets of SNPs is that the high dimensionality and highly correlated features of SNPs hinder the power of identifying small to moderate genetic effects connectable to complex diseases.
For example, we can tell that a swan is from the category of birds because it possesses the shared, correlated features of birds (has wings, has feathers, lays eggs, flies, does nest).
We correlated features of MetS with TLR2 and TLR4.
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The most plausible mechanism to account for this distinctiveness is the established sensitivity of the PEI instrument to quality-correlated features of the consultation as discussed, e.g. clinician empathy/communication, consultation length and continuity of care.
Principal component analysis (PCA) was conducted to generate new linear combinations of the correlated features for model parsimony and sensitivity.
Values of these two correlated features for the ten prion sequences are shown in Figure 3(a).
The default values imply a default location for the output files, execution of all modelling steps (removal of NA, and near zero variance features, and of correlated features), normalization of the data set, ten splits, ten Y-randomization steps, and running of all ten regression methods.
Compared to non-human sounds, the auditory information related to human actions contains many correlated features, some of which are highly salient to the infant (e.g., features related to animacy, meaningful action events, associated visual information, etc).
Also, feature-pairs having high correlation values are combinations of different types of features in the context of strong and weak correlations; that is, it could be a pair of strongly correlated features; a strongly correlated feature & a weakly correlated feature; or a pair of a weakly correlated features.
For every pair of correlated features (Pearson ρ correlation coefficient larger than 0.8 at a p value smaller than 0.05), the least frequent was discarded, and its frequency was added to the most frequent feature.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com